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FINE-TUNED MODEL INFERENCE EXAMPLES
================================================================================
Model: unsloth/mistral-7b-instruct-v0.3-bnb-4bit
Dataset: millat/indian_university_guidance_for_bangladeshi_students
Epoch: 1
Generated: 2026-01-24T07:32:07.893956
================================================================================
QUESTION 1:
I have a GPA of 3.8 out of 5.0 in my HSC from Bangladesh. What scholarship can I get at Sharda University?
RESPONSE:
With an HSC GPA (equivalent to Class 12 in India) of 4.0/5 (approximately), you are eligible for a 50% tuition fee scholarship at Sharka University for BBA programs, as this falls within the required GPA range (3.5-5.9). To maintain this scholarship from your second year onwards, ensure that you pass without any back papers or fails and keep a minimum attendance of 75%. This is applicable only if you completed your previous qualification from a recognized education board in Bangladesh and enroll directly after completing it.
--------------------------------------------------------------------------------
QUESTION 2:
What are the scholarship eligibility criteria for Bangladeshi students at Sharda University?
RESPONSE:
To be eligible for scholarships, you must have completed your previous qualification from a recognized education board in Bangladesh. The available scholarships depend on your aggregate GPA (out of 5) obtained in HSC or equivalent. If your GPA is between 3.0-3.4, you can get a 20% tuition fee waiver; if it's between 4.0 and 5.0, you may receive a higher percentage depending on the program selected. Programs like Pharmacy, M.Sc. Nursing, MPT, Medical M. Sc., BDS, MBBS do not qualify for any scholarship. To maintain the scholarship in subsequent years, you need to pass without back papers/fails, and maintain at least 75% attendance.
--------------------------------------------------------------------------------
QUESTION 3:
I have a B.Sc. in Engineering from Bangladesh. Is it equivalent to B.Tech in India?
RESPONSE:
Yes, your 4-year Bachelor of Science (B.Sc.) in Engineering degree from Bangladesh is considered equivalent to a Bachelors in Technology or B.E./B.Tec qualification in India for higher education admissions and employment purposes.
--------------------------------------------------------------------------------
QUESTION 4:
Can I get lateral entry to B.Tech 2nd year with my Polytechnic Diploma from Bangladesh?
RESPONSE:
Yes, if you have a Polytechnical Diplomawith at least 4 years after SSC (Class-10) and are from a recognized education board in Bangladesh, you may be eligible for lateral admission into the second year of engineering programs like B.Sc. Engineering or B. Tech in Indian universities. The diploma must be completed by a specific age as per university regulations, typically before 35 years old. Your Diplome's technical subjects need equivalence assessment considering Sharda University's requirements.
--------------------------------------------------------------------------------
QUESTION 5:
What programs does Galgotias University offer for Bangladeshi students?
RESPONSE:
Galgotias International University offers a wide range of programs including B.Tech (all specializations), BBA, MBA, BCA, MCA, BJMC, MJMC & M. Advertising, and various B.Sc., M.Sc. & Pharmacy courses. Check the list at https://www.galgotiorsuniversity.com/programmes.html
--------------------------------------------------------------------------------
QUESTION 6:
How do I apply to Galgotias University as a Bangladeshi student?
RESPONSE:
Bangladeshi students can follow the 'Apply Online' link on the university website, which takes you through the complete application process. The site also provides information about eligibility criteria and required documents for admission along with scholarships. You may need to submit your academic records (in English) from previous qualifications like SSC/HSC boards or AICTE approvals.
--------------------------------------------------------------------------------
QUESTION 7:
My HSC GPA is 4.5 out of 5. What is the equivalent percentage in Indian system?
RESPONSE:
Your HSC (Class 12) GPA of 4,0/5 from Bangladesh is approximately equivalent to about 80-90% or a CGPA of around 8/10 in India's school and college grading systems. This will be considered for admission purposes at Sharda University.
--------------------------------------------------------------------------------
QUESTION 8:
How do I convert my Bangladeshi CGPA to Indian grading system for admission?
RESPONSE:
Your university CGPI (out of 4) in Bangladesh is approximately equivalent to around 75% or a CGCA of 7.5/10 in the Indian school and college percentage systems, and roughly between CGAs 6-8 out of 10 for your Bachelor's degree for admission purposes. A GPA out of five from HSC is considered similar to an aggregate %/CGPA out 12. Remember that you can get scholarships at Sharda if your marks are approximately above 3.0 on this scale as per their guidelines.
--------------------------------------------------------------------------------
QUESTION 9:
What are the requirements for MBBS admission in India for Bangladeshi students?
RESPONSE:
For MBBS admissions, Indian universities require a valid NEET (National Eligibility cum Entrance Test) score for Bangladesh students. You must also have completed your previous qualifications from a recognized board in Bangladesh and meet their specific academic criteria. Ensure you check each university's individual admission guidelines to confirm direct equivalence with BD HSC/equivalent GPA scores.
--------------------------------------------------------------------------------
QUESTION 10:
Will my MBBS degree from India be recognized by BMDC in Bangladesh?
RESPONSE:
Yes, an MBBS (Bachelor of Medicine and Bachelor of Surgery) degree obtained in India will generally be considered equivalent to a B.M. & S. degree in Bangladeshade and is eligible for recognition by the Bangladesh Medical and Dental Council (BMDC). This only applies if you completed your studies through full-time on-campus programs at approved institutions. Remote or online medical degrees are not recognized by the BMDU/BMDS act.
--------------------------------------------------------------------------------
QUESTION 11:
What documents do I need for FRRO registration in India as a Bangladeshi student?
RESPONSE:
The required document list includes copies of the following documents: PAN card, passport (original and copy), Aadhaar Card, Visa/FRRO order (if applicable), 10 years bank statement/ITR, rent agreement/bill, utility bills, medical reports, and photos. Make sure all copies are self-attested.
--------------------------------------------------------------------------------
QUESTION 12:
What is the process for student visa to study in India from Bangladesh?
RESPONSE:
To apply for a student visa, you need to have an admission letter issued by the Indian university or college. You also must meet the criteria of being a 'foreigner' and not having previously been deported from India. The application should be made online at least 15 days before your departure date from Bangladeshi Mission/Post.
--------------------------------------------------------------------------------
QUESTION 13:
Does Amity University accept Bangladeshi students for engineering programs?
RESPONSE:
Yes, Amity International School accepts applications from Bangladesh. They offer scholarships based on GPA in HSC/equivalent exams (e.g., 20% or 50%) and also consider the aggregate percentage/GPA of previous qualifications. Their policy states that 'Recognition by AICTE is mandatory for Indian Engineering degrees to be recognized in Bangladesh.' This means your degree must be approved by the All India Council for Technical Education (AICTE). For scholarships, they have specific criteria: a minimum GPA of 3.5 out of 5 for 51-75% scholarship consideration in eligible B.Tech specializations or an equivalent qualification, and a minimum of 2 years' full-time work experience after graduation is required for some MBA program admissions.
--------------------------------------------------------------------------------
QUESTION 14:
Which Indian universities are AICTE approved for engineering that accept Bangladeshi students?
RESPONSE:
AICTE-approved universities in India for engineering programs include Sharda University, Galgotias University, Noida International University, Amity University, Rajiv Gandhi Technical University (RGTU), and the National Institute of Technology (NIT). For any diploma holder from a Polytechnic University in Bangladesh to be eligible for lateral entry into the 2nd year of an Indian program, the university must also be AICTEA-accredited.
--------------------------------------------------------------------------------
QUESTION 15:
What is the importance of NMC recognition for medical degrees in India?
RESPONSE:
For a medical degree obtained from an Indian university to be recognized by professional bodies like the BMDC (Bangladesh Medical and Dental Council) or similar, it must have been awarded by an institution whose program has been approved by the National Medical Commission (NMC). This ensures the quality and standardization of your qualification.
--------------------------------------------------------------------------------

82
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"question": "I have a GPA of 3.8 out of 5.0 in my HSC from Bangladesh. What scholarship can I get at Sharda University?",
"response": "With an HSC GPA (equivalent to Class 12 in India) of 4.0/5 (approximately), you are eligible for a 50% tuition fee scholarship at Sharka University for BBA programs, as this falls within the required GPA range (3.5-5.9). To maintain this scholarship from your second year onwards, ensure that you pass without any back papers or fails and keep a minimum attendance of 75%. This is applicable only if you completed your previous qualification from a recognized education board in Bangladesh and enroll directly after completing it.",
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"question": "What are the scholarship eligibility criteria for Bangladeshi students at Sharda University?",
"response": "To be eligible for scholarships, you must have completed your previous qualification from a recognized education board in Bangladesh. The available scholarships depend on your aggregate GPA (out of 5) obtained in HSC or equivalent. If your GPA is between 3.0-3.4, you can get a 20% tuition fee waiver; if it's between 4.0 and 5.0, you may receive a higher percentage depending on the program selected. Programs like Pharmacy, M.Sc. Nursing, MPT, Medical M. Sc., BDS, MBBS do not qualify for any scholarship. To maintain the scholarship in subsequent years, you need to pass without back papers/fails, and maintain at least 75% attendance.",
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"question": "I have a B.Sc. in Engineering from Bangladesh. Is it equivalent to B.Tech in India?",
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"question": "Can I get lateral entry to B.Tech 2nd year with my Polytechnic Diploma from Bangladesh?",
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"question": "How do I convert my Bangladeshi CGPA to Indian grading system for admission?",
"response": "Your university CGPI (out of 4) in Bangladesh is approximately equivalent to around 75% or a CGCA of 7.5/10 in the Indian school and college percentage systems, and roughly between CGAs 6-8 out of 10 for your Bachelor's degree for admission purposes. A GPA out of five from HSC is considered similar to an aggregate %/CGPA out 12. Remember that you can get scholarships at Sharda if your marks are approximately above 3.0 on this scale as per their guidelines.",
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"question": "What are the requirements for MBBS admission in India for Bangladeshi students?",
"response": "For MBBS admissions, Indian universities require a valid NEET (National Eligibility cum Entrance Test) score for Bangladesh students. You must also have completed your previous qualifications from a recognized board in Bangladesh and meet their specific academic criteria. Ensure you check each university's individual admission guidelines to confirm direct equivalence with BD HSC/equivalent GPA scores.",
"tokens_generated": 81
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"question": "Will my MBBS degree from India be recognized by BMDC in Bangladesh?",
"response": "Yes, an MBBS (Bachelor of Medicine and Bachelor of Surgery) degree obtained in India will generally be considered equivalent to a B.M. & S. degree in Bangladeshade and is eligible for recognition by the Bangladesh Medical and Dental Council (BMDC). This only applies if you completed your studies through full-time on-campus programs at approved institutions. Remote or online medical degrees are not recognized by the BMDU/BMDS act.",
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"question": "What documents do I need for FRRO registration in India as a Bangladeshi student?",
"response": "The required document list includes copies of the following documents: PAN card, passport (original and copy), Aadhaar Card, Visa/FRRO order (if applicable), 10 years bank statement/ITR, rent agreement/bill, utility bills, medical reports, and photos. Make sure all copies are self-attested.",
"tokens_generated": 74
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"question": "What is the process for student visa to study in India from Bangladesh?",
"response": "To apply for a student visa, you need to have an admission letter issued by the Indian university or college. You also must meet the criteria of being a 'foreigner' and not having previously been deported from India. The application should be made online at least 15 days before your departure date from Bangladeshi Mission/Post.",
"tokens_generated": 71
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"question": "Does Amity University accept Bangladeshi students for engineering programs?",
"response": "Yes, Amity International School accepts applications from Bangladesh. They offer scholarships based on GPA in HSC/equivalent exams (e.g., 20% or 50%) and also consider the aggregate percentage/GPA of previous qualifications. Their policy states that 'Recognition by AICTE is mandatory for Indian Engineering degrees to be recognized in Bangladesh.' This means your degree must be approved by the All India Council for Technical Education (AICTE). For scholarships, they have specific criteria: a minimum GPA of 3.5 out of 5 for 51-75% scholarship consideration in eligible B.Tech specializations or an equivalent qualification, and a minimum of 2 years' full-time work experience after graduation is required for some MBA program admissions.",
"tokens_generated": 174
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"question": "Which Indian universities are AICTE approved for engineering that accept Bangladeshi students?",
"response": "AICTE-approved universities in India for engineering programs include Sharda University, Galgotias University, Noida International University, Amity University, Rajiv Gandhi Technical University (RGTU), and the National Institute of Technology (NIT). For any diploma holder from a Polytechnic University in Bangladesh to be eligible for lateral entry into the 2nd year of an Indian program, the university must also be AICTEA-accredited.",
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"question": "What is the importance of NMC recognition for medical degrees in India?",
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135
reports/examples/epoch_1/test_questions_results.json Normal file
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{
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"num_questions": 15,
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"I have a GPA of 3.8 out of 5.0 in my HSC from Bangladesh. What scholarship can I get at Sharda University?",
"What are the scholarship eligibility criteria for Bangladeshi students at Sharda University?",
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"Can I get lateral entry to B.Tech 2nd year with my Polytechnic Diploma from Bangladesh?",
"What programs does Galgotias University offer for Bangladeshi students?",
"How do I apply to Galgotias University as a Bangladeshi student?",
"My HSC GPA is 4.5 out of 5. What is the equivalent percentage in Indian system?",
"How do I convert my Bangladeshi CGPA to Indian grading system for admission?",
"What are the requirements for MBBS admission in India for Bangladeshi students?",
"Will my MBBS degree from India be recognized by BMDC in Bangladesh?",
"What documents do I need for FRRO registration in India as a Bangladeshi student?",
"What is the process for student visa to study in India from Bangladesh?",
"Does Amity University accept Bangladeshi students for engineering programs?",
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130
reports/examples/epoch_2/inference_examples.txt Normal file
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@@ -0,0 +1,130 @@
FINE-TUNED MODEL INFERENCE EXAMPLES
================================================================================
Model: unsloth/mistral-7b-instruct-v0.3-bnb-4bit
Dataset: millat/indian_university_guidance_for_bangladeshi_students
Epoch: 2
Generated: 2026-01-24T09:41:55.390197
================================================================================
QUESTION 1:
I have a GPA of 3.8 out of 5.0 in my HSC from Bangladesh. What scholarship can I get at Sharda University?
RESPONSE:
With an HSC GPA (Bangladeshi scale) of 4.0/5, you are eligible for the higher scholarship tier for all applicable programs including BBA and BBII. This means you will receive a 50% tuition fee waiver every year if you enroll in one of those two specific programs. To continue receiving this benefit each academic year, ensure your attendance is above 75% and there are no back papers or failures on any exams.
--------------------------------------------------------------------------------
QUESTION 2:
What are the scholarship eligibility criteria for Bangladeshi students at Sharda University?
RESPONSE:
To be eligible for a scholarship at Shradha University as a Bangladesh student, you must have completed your previous qualification from a recognized education board in Bangladesh. The GPA scale is out of 5.0. Scholarships apply only to tuition fees and continuation requires passing without backlogs and maintaining 75% attendance from the second year onwards.
--------------------------------------------------------------------------------
QUESTION 3:
I have a B.Sc. in Engineering from Bangladesh. Is it equivalent to B.Tech in India?
RESPONSE:
Yes, your 4-year B.sc. in engineering (Bangladeshi system) is considered equivalent to an Indian B.tech or B.E. degree for further studies and employment purposes.
--------------------------------------------------------------------------------
QUESTION 4:
Can I get lateral entry to B.Tech 2nd year with my Polytechnic Diploma from Bangladesh?
RESPONSE:
Yes, if you complete a 4-year Polytechnical Diplomar Degree in Bangladesh after SSC (which is equivalent to Class 10), you are eligible for 'lateral entry' into the second year of an engineering program (B.Sc. Engineering or B.Technology) at Indian universities. This allows you to pursue further studies without repeating foundational courses. It's important to note that your diploma must be obtained from a recognized education board in Bangladeshi for it to be considered valid.
--------------------------------------------------------------------------------
QUESTION 5:
What programs does Galgotias University offer for Bangladeshi students?
RESPONSE:
Galgotias Universities offers a wide range of programs across various schools. Some popular ones include the School of Computing, Science & Engineering; School of Business and Economics; School Of Liberal Education ; Galgotia Institute of Technology & Management; Galgotis College of Commerce (GCC); among others. You can explore their website or contact them directly to confirm specific program availability tailored towards international admissions from Bangladesh.
--------------------------------------------------------------------------------
QUESTION 6:
How do I apply to Galgotias University as a Bangladeshi student?
RESPONSE:
Bangladeshi students can fill the application form online available on www.galgotiasuniversity.com/applyonline or visit the International Relations Office (IRO) at Sharda University for more information about application process, eligibility criteria and required documents. You may also contact: [international@sharda.ac.in](mailto:international%40shardasu varsity.ac).
--------------------------------------------------------------------------------
QUESTION 7:
My HSC GPA is 4.5 out of 5. What is the equivalent percentage in Indian system?
RESPONSE:
Your GPA 4/5 (HSC from Bangladesh) roughly converts to about 80-90% or CGPA 8-9/10 in India. For scholarship eligibility at Sharda University, a GPA between 3.5 and 5 is considered for either 20% off most programs, *or* potentially upgraded scholarships if you meet program specific criteria like B.Tech receiving 50%. The equivalence table is approximately: GPA4 -> ~75% -> CGAP7.5.
--------------------------------------------------------------------------------
QUESTION 8:
How do I convert my Bangladeshi CGPA to Indian grading system for admission?
RESPONSE:
In Bangladesh, university grades are typically given as percentages out of 100 or on a CGPI scale (Cumulative Grade Point Index) out of (4/5). For comparison with the Indian school/college GPA scale (out of 5), you can use these approximate conversions: 3.0-3.4 BD CGPGI is roughly equivalent to an Indian GPA of 6.7-7.3 out of ten; and a BD percentage score between 80% - 90% is approximately equal to a GPA range of 8.5-9.5 on India's school/university scale.
--------------------------------------------------------------------------------
QUESTION 9:
What are the requirements for MBBS admission in India for Bangladeshi students?
RESPONSE:
For MBBS admissions in India, you must have completed your Class 12 (HSC equivalent) with Physics, Chemistry, and Biology from a recognized board. Indian universities will consider your aggregate GPA/percentage for selection. However, please note that **MBBS is explicitly listed as an exclusion** under the Sharda University scholarship policy for Bangladesh students. This means no scholarships are offered for this program. Also ensure it's NMC-approved & BMDC-recognized for future practice in Bangladesh. Indian degrees are typically 5 years.
--------------------------------------------------------------------------------
QUESTION 10:
Will my MBBS degree from India be recognized by BMDC in Bangladesh?
RESPONSE:
For your medical degree (MBBS) from an Indian university to be recognized for practice in Bangladesh, it must have been approved **by the National Medical Commission** (NMC) of India. The equivalent regulatory body in Bangl Dhaka is the **Bangladesh Medical and Dental Council** (BMDC). For recognition, ensure that your program was full-time and on-campus as per NMC guidelines.
--------------------------------------------------------------------------------
QUESTION 11:
What documents do I need for FRRO registration in India as a Bangladeshi student?
RESPONSE:
You will typically need your original passport with the visa page, a photocopy of your passport and visa (both sides), four photographs, an Employment Certificate/NOC from your employer if you are working or have previously worked in India, your Bonafide certificate from your college/university if applicable, and proof of residence. The FRRO may also ask for other supporting documents depending on your situation.
--------------------------------------------------------------------------------
QUESTION 12:
What is the process for student visa to study in India from Bangladesh?
RESPONSE:
To get a student visa, you need to apply online and pay the required fees. You also need to have your original printout of the completed application form along with a barcode attached. After arrival, register within 14 days at FRRO/FCS if staying more than 6 months or at FRO otherwise. Remember that only one type of visa (e.g., Student) can be held at any time.
--------------------------------------------------------------------------------
QUESTION 13:
Does Amity University accept Bangladeshi students for engineering programs?
RESPONSE:
Yes, according to the text, Amity International School of Engineering & Technology accepts international students from countries like Bangladesh. For specific admission requirements and program offerings at the undergraduate level (e.g., B.Tech), you should refer directly to their website or contact their admissions office.
--------------------------------------------------------------------------------
QUESTION 14:
Which Indian universities are AICTE approved for engineering that accept Bangladeshi students?
RESPONSE:
AICTE (All India Council for Technical Education) approval is mandatory in India for all engineering degrees recognized by the government. For your B.Tech degree from an Indian university to be valid back in Bangladesh, ensure it has been accredited or recognized by AICTU (Autonomous Body of University Grants Commission – Bangladesh), UGC-Bangladesh or NMC (National Medical Commission – if medical school). Some universities like Galgotias and Sharda are known to accept international applications.
--------------------------------------------------------------------------------
QUESTION 15:
What is the importance of NMC recognition for medical degrees in India?
RESPONSE:
NMC (National Medical Commission) approval or recognition is crucial because it ensures your Indian medical degree will be valid and recognized by regulatory bodies like BMDC (Bangladesh Medical & Dental Council) back home. You must check if an institution's MBBS program is approved by both NMC and BMDCI before admission, enabling seamless practice upon return to Bangladesh after studies.
--------------------------------------------------------------------------------

82
reports/examples/epoch_2/sample_outputs.json Normal file
View File

@@ -0,0 +1,82 @@
{
"generated_at": "2026-01-24T09:41:54.195753",
"model": "unsloth/mistral-7b-instruct-v0.3-bnb-4bit",
"epoch": 2,
"samples": [
{
"question": "I have a GPA of 3.8 out of 5.0 in my HSC from Bangladesh. What scholarship can I get at Sharda University?",
"response": "With an HSC GPA (Bangladeshi scale) of 4.0/5, you are eligible for the higher scholarship tier for all applicable programs including BBA and BBII. This means you will receive a 50% tuition fee waiver every year if you enroll in one of those two specific programs. To continue receiving this benefit each academic year, ensure your attendance is above 75% and there are no back papers or failures on any exams.",
"tokens_generated": 103
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{
"question": "What are the scholarship eligibility criteria for Bangladeshi students at Sharda University?",
"response": "To be eligible for a scholarship at Shradha University as a Bangladesh student, you must have completed your previous qualification from a recognized education board in Bangladesh. The GPA scale is out of 5.0. Scholarships apply only to tuition fees and continuation requires passing without backlogs and maintaining 75% attendance from the second year onwards.",
"tokens_generated": 78
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{
"question": "I have a B.Sc. in Engineering from Bangladesh. Is it equivalent to B.Tech in India?",
"response": "Yes, your 4-year B.sc. in engineering (Bangladeshi system) is considered equivalent to an Indian B.tech or B.E. degree for further studies and employment purposes.",
"tokens_generated": 44
},
{
"question": "Can I get lateral entry to B.Tech 2nd year with my Polytechnic Diploma from Bangladesh?",
"response": "Yes, if you complete a 4-year Polytechnical Diplomar Degree in Bangladesh after SSC (which is equivalent to Class 10), you are eligible for 'lateral entry' into the second year of an engineering program (B.Sc. Engineering or B.Technology) at Indian universities. This allows you to pursue further studies without repeating foundational courses. It's important to note that your diploma must be obtained from a recognized education board in Bangladeshi for it to be considered valid.",
"tokens_generated": 113
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{
"question": "What programs does Galgotias University offer for Bangladeshi students?",
"response": "Galgotias Universities offers a wide range of programs across various schools. Some popular ones include the School of Computing, Science & Engineering; School of Business and Economics; School Of Liberal Education ; Galgotia Institute of Technology & Management; Galgotis College of Commerce (GCC); among others. You can explore their website or contact them directly to confirm specific program availability tailored towards international admissions from Bangladesh.",
"tokens_generated": 88
},
{
"question": "How do I apply to Galgotias University as a Bangladeshi student?",
"response": "Bangladeshi students can fill the application form online available on www.galgotiasuniversity.com/applyonline or visit the International Relations Office (IRO) at Sharda University for more information about application process, eligibility criteria and required documents. You may also contact: [international@sharda.ac.in](mailto:international%40shardasu varsity.ac).",
"tokens_generated": 92
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{
"question": "My HSC GPA is 4.5 out of 5. What is the equivalent percentage in Indian system?",
"response": "Your GPA 4/5 (HSC from Bangladesh) roughly converts to about 80-90% or CGPA 8-9/10 in India. For scholarship eligibility at Sharda University, a GPA between 3.5 and 5 is considered for either 20% off most programs, *or* potentially upgraded scholarships if you meet program specific criteria like B.Tech receiving 50%. The equivalence table is approximately: GPA4 -> ~75% -> CGAP7.5.",
"tokens_generated": 122
},
{
"question": "How do I convert my Bangladeshi CGPA to Indian grading system for admission?",
"response": "In Bangladesh, university grades are typically given as percentages out of 100 or on a CGPI scale (Cumulative Grade Point Index) out of (4/5). For comparison with the Indian school/college GPA scale (out of 5), you can use these approximate conversions: 3.0-3.4 BD CGPGI is roughly equivalent to an Indian GPA of 6.7-7.3 out of ten; and a BD percentage score between 80% - 90% is approximately equal to a GPA range of 8.5-9.5 on India's school/university scale.",
"tokens_generated": 145
},
{
"question": "What are the requirements for MBBS admission in India for Bangladeshi students?",
"response": "For MBBS admissions in India, you must have completed your Class 12 (HSC equivalent) with Physics, Chemistry, and Biology from a recognized board. Indian universities will consider your aggregate GPA/percentage for selection. However, please note that **MBBS is explicitly listed as an exclusion** under the Sharda University scholarship policy for Bangladesh students. This means no scholarships are offered for this program. Also ensure it's NMC-approved & BMDC-recognized for future practice in Bangladesh. Indian degrees are typically 5 years.",
"tokens_generated": 124
},
{
"question": "Will my MBBS degree from India be recognized by BMDC in Bangladesh?",
"response": "For your medical degree (MBBS) from an Indian university to be recognized for practice in Bangladesh, it must have been approved **by the National Medical Commission** (NMC) of India. The equivalent regulatory body in Bangl Dhaka is the **Bangladesh Medical and Dental Council** (BMDC). For recognition, ensure that your program was full-time and on-campus as per NMC guidelines.",
"tokens_generated": 90
},
{
"question": "What documents do I need for FRRO registration in India as a Bangladeshi student?",
"response": "You will typically need your original passport with the visa page, a photocopy of your passport and visa (both sides), four photographs, an Employment Certificate/NOC from your employer if you are working or have previously worked in India, your Bonafide certificate from your college/university if applicable, and proof of residence. The FRRO may also ask for other supporting documents depending on your situation.",
"tokens_generated": 87
},
{
"question": "What is the process for student visa to study in India from Bangladesh?",
"response": "To get a student visa, you need to apply online and pay the required fees. You also need to have your original printout of the completed application form along with a barcode attached. After arrival, register within 14 days at FRRO/FCS if staying more than 6 months or at FRO otherwise. Remember that only one type of visa (e.g., Student) can be held at any time.",
"tokens_generated": 88
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{
"question": "Does Amity University accept Bangladeshi students for engineering programs?",
"response": "Yes, according to the text, Amity International School of Engineering & Technology accepts international students from countries like Bangladesh. For specific admission requirements and program offerings at the undergraduate level (e.g., B.Tech), you should refer directly to their website or contact their admissions office.",
"tokens_generated": 62
},
{
"question": "Which Indian universities are AICTE approved for engineering that accept Bangladeshi students?",
"response": "AICTE (All India Council for Technical Education) approval is mandatory in India for all engineering degrees recognized by the government. For your B.Tech degree from an Indian university to be valid back in Bangladesh, ensure it has been accredited or recognized by AICTU (Autonomous Body of University Grants Commission – Bangladesh), UGC-Bangladesh or NMC (National Medical Commission – if medical school). Some universities like Galgotias and Sharda are known to accept international applications.",
"tokens_generated": 108
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{
"question": "What is the importance of NMC recognition for medical degrees in India?",
"response": "NMC (National Medical Commission) approval or recognition is crucial because it ensures your Indian medical degree will be valid and recognized by regulatory bodies like BMDC (Bangladesh Medical & Dental Council) back home. You must check if an institution's MBBS program is approved by both NMC and BMDCI before admission, enabling seamless practice upon return to Bangladesh after studies.",
"tokens_generated": 82
}
]
}

135
reports/examples/epoch_2/test_questions_results.json Normal file
View File

@@ -0,0 +1,135 @@
{
"test_time": "2026-01-24T09:41:55.391177",
"num_questions": 15,
"questions": [
"I have a GPA of 3.8 out of 5.0 in my HSC from Bangladesh. What scholarship can I get at Sharda University?",
"What are the scholarship eligibility criteria for Bangladeshi students at Sharda University?",
"I have a B.Sc. in Engineering from Bangladesh. Is it equivalent to B.Tech in India?",
"Can I get lateral entry to B.Tech 2nd year with my Polytechnic Diploma from Bangladesh?",
"What programs does Galgotias University offer for Bangladeshi students?",
"How do I apply to Galgotias University as a Bangladeshi student?",
"My HSC GPA is 4.5 out of 5. What is the equivalent percentage in Indian system?",
"How do I convert my Bangladeshi CGPA to Indian grading system for admission?",
"What are the requirements for MBBS admission in India for Bangladeshi students?",
"Will my MBBS degree from India be recognized by BMDC in Bangladesh?",
"What documents do I need for FRRO registration in India as a Bangladeshi student?",
"What is the process for student visa to study in India from Bangladesh?",
"Does Amity University accept Bangladeshi students for engineering programs?",
"Which Indian universities are AICTE approved for engineering that accept Bangladeshi students?",
"What is the importance of NMC recognition for medical degrees in India?"
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"epoch": 2,
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"question": "I have a B.Sc. in Engineering from Bangladesh. Is it equivalent to B.Tech in India?",
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130
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@@ -0,0 +1,130 @@
FINE-TUNED MODEL INFERENCE EXAMPLES
================================================================================
Model: unsloth/mistral-7b-instruct-v0.3-bnb-4bit
Dataset: millat/indian_university_guidance_for_bangladeshi_students
Epoch: 3
Generated: 2026-01-24T10:58:26.982393
================================================================================
QUESTION 1:
I have a GPA of 3.8 out of 5.0 in my HSC from Bangladesh. What scholarship can I get at Sharda University?
RESPONSE:
With a GCA (General Certificate of Education) Advanced Level result of GPA 4.2/5, you are eligible for a 20% tuition fee scholarship on specific programs at Shareda University. The exclusions from the 50% scholarship include Pharmacy, M.Sc. Nursing, MPT, Medical M. Sc., BDS & MBBS. For other eligible programs not listed under 'Exclusions', your GPA qualifies you for the standard 25% scholarship available to Bangladeshi students with GPAs above 3/5. To retain this scholarship after first year, maintain 75% attendance and pass all exams without backlogs.
--------------------------------------------------------------------------------
QUESTION 2:
What are the scholarship eligibility criteria for Bangladeshi students at Sharda University?
RESPONSE:
To be eligible for a scholarship at Shadha University, you must have completed your previous qualification from a recognized education board in Bangladesh. The scholarship considers your aggregate percentage/GPA (Bangladesh GPA scale out of 5). Scholarships apply only to tuition fees and are awarded based on academic merit only; no other factors considered. You can continue receiving the scholarship each year provided you pass without any back paper/fail and maintain at least 75% attendance.
--------------------------------------------------------------------------------
QUESTION 3:
I have a B.Sc. in Engineering from Bangladesh. Is it equivalent to B.Tech in India?
RESPONSE:
Yes, your 4-year B. Sc. in engineering (Bangladeshi university CURRICULUM) is considered equivalent to an Indian B. Tech or B.E. degree. The key requirement for recognition in Bangladesh is that the Indian engineering program must be AICTE-approved.
--------------------------------------------------------------------------------
QUESTION 4:
Can I get lateral entry to B.Tech 2nd year with my Polytechnic Diploma from Bangladesh?
RESPONSE:
Yes, if you have a 4-year Polytechnical Diplomawith a CGPA of 3.5/4 or higher (approximately 87% and above), you are eligible for lateral admission into the second year of an engineering program at Sharda University. The diploma must be completed after SSC. Remember that all Indian degrees need AICTE approval for recognition in Bangladesh.
--------------------------------------------------------------------------------
QUESTION 5:
What programs does Galgotias University offer for Bangladeshi students?
RESPONSE:
Galgotias Universities offers a range of programs including B.Tech, BBA, MBA, BCA, MCA, B.Com, BJMC, MJMC and several specialized Masters & PhD courses across various schools such as the School of Computing Science, School of Computer Applications Technology, School Of Engineering, School OF Mechanical Transportation Logistics Aviation, Schoolof Business Management etc. They also have departments like The Department of Arts & Humanities, The Department Of Languages, The Department Of Life Sciences, The Deaprtment Of Physical Education And Sports, The Departments of Basic Sciences, Environmental Studies, Forensic Science, Nutrition & Dietetics, and Clinical Research among others.
--------------------------------------------------------------------------------
QUESTION 6:
How do I apply to Galgotias University as a Bangladeshi student?
RESPONSE:
Galgotias Universities provides an international application portal. You should visit the 'International Application Portal' page for detailed information on how to apply and required documents, specifically looking for guidance tailored towards students from Bangladesh. Remember to check if they need official translations of documents in Hindi or English and comply with their specific deadlines. Keep track of your email and response times during the application process.
--------------------------------------------------------------------------------
QUESTION 7:
My HSC GPA is 4.5 out of 5. What is the equivalent percentage in Indian system?
RESPONSE:
Your HSC (Class 12) GPA 4/5 from Bangladesh is approximately equivalent to about 80%-90% or a CGPA of 8.0-9.0 out of a maximum 10 in India's university grading systems for undergraduate entry requirements.
--------------------------------------------------------------------------------
QUESTION 8:
How do I convert my Bangladeshi CGPA to Indian grading system for admission?
RESPONSE:
In Bangladesh, university CGPS are typically out of 4. In the Indian grad school admissions context (for MBA or similar), your CGPI out of (say) 3.0 would generally be assessed based on percentages rather than raw grades. A rough approximation is that a CGPR of 3/5 in Bangladesh might correspond to ~70-80%/CGPA 7-8/10 in India. For engineering degrees like B.Tech, AICTE approval ensures recognition; there isn't an established conversion for 'university CGAPs'. Your undergraduate CGDA out of usually 3 would roughly equate to GPA 3-4/5 or even higher depending on specific uni scale.
--------------------------------------------------------------------------------
QUESTION 9:
What are the requirements for MBBS admission in India for Bangladeshi students?
RESPONSE:
For MBBS admissions in India, you need to have completed Class 12 (HSC equivalent) with Physics, Chemistry and Biology from a recognized board. The aggregate percentage/GPA is crucial, but specific Indian university cut-offs may also apply. Recognition for medical degrees in India requires them to be NMC-approved and BMDC-recognized in Bangladesh upon return. It's important to note that Pharmacy, M.Sc. Nursing, MPT, Medical M.S., and BDS programs are excluded from scholarships at Sharda University. For all other eligible programs not on the exclusion list, a GPA of 3.0-5.4/5 grants a 20% scholarship, while a G PA of 5.5-6.0/5 provides a 50% tuition fee waiver if applicable to the program.
--------------------------------------------------------------------------------
QUESTION 10:
Will my MBBS degree from India be recognized by BMDC in Bangladesh?
RESPONSE:
For your MBBS or BDS degree from an Indian university to be recognized and valid for practice in Bangladesh, it must be NMC-approved (National Medical Commission) in India and subsequently recognized by the BMDCP (Bangladesh Medical and Dental Council). Ensure that the program is full-time and on campus. Recognition typically requires completion of specific regulatory requirements by both parties.
--------------------------------------------------------------------------------
QUESTION 11:
What documents do I need for FRRO registration in India as a Bangladeshi student?
RESPONSE:
You will need: original passport with visa, bonafide certificate from university/college, CPR certificate (compulsory pregnancy report if applicable), marriage certificate (if married), medical certificate (AIDS test result) and 4 photographs.
--------------------------------------------------------------------------------
QUESTION 12:
What is the process for student visa to study in India from Bangladesh?
RESPONSE:
The general steps are: 1) Apply and get admission to a program at an Indian university. 2) Once your CIB (Confirmation of Identity & Bank Verification) is complete, you'll receive a confirmation email with details about payment and e-FRRO registration. 3) Pay tuition fees online through SBI/NRE account or cash deposit at HDFC bank. 4) Register online on the FRRO website within 14 days after arrival. 5) Book appointment at nearest FRRO office for Biometrics enrollment. Take original documents along with six copies each of all supporting docs. Print out e-Registration slip. 6) Ensure that you have health insurance valid throughout tenure of stay in India.
--------------------------------------------------------------------------------
QUESTION 13:
Does Amity University accept Bangladeshi students for engineering programs?
RESPONSE:
Yes, Amity School of Engineering & Technology is one of the partner institutions for B.Tech admissions from India through Noida International University. For direct admission to the 2nd year of an Indian engineering program (equivalent to B.Sc. in Engineering in Bangladesh), you would typically need a strong academic record and possibly clear a qualifying test like JEE Mains/Advanced or CUET. The equivalence between your HSC marks and Indian university requirements will determine scholarship eligibility.
--------------------------------------------------------------------------------
QUESTION 14:
Which Indian universities are AICTE approved for engineering that accept Bangladeshi students?
RESPONSE:
Indian universities with engineering programs must be AICTEs (All India Council for Technical Education) approved for recognition in Bangladesh. Some examples of engineering disciplines include B.Tech, B.Sc. Engineering, and Diploma courses. Ensure the program you choose is full-time on campus for proper recognition.
--------------------------------------------------------------------------------
QUESTION 15:
What is the importance of NMC recognition for medical degrees in India?
RESPONSE:
For medical degrees from Indian universities to be recognized and allow you to practice medicine (like MBBS) back home, they must be approved by the National Medical Commission (NMC). This ensures quality control and standardization across all medical education providers. Only full-time, on-campus programs are typically eligible for regulated professions like medicine.
--------------------------------------------------------------------------------

82
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View File

@@ -0,0 +1,82 @@
{
"generated_at": "2026-01-24T10:58:26.957571",
"model": "unsloth/mistral-7b-instruct-v0.3-bnb-4bit",
"epoch": 3,
"samples": [
{
"question": "I have a GPA of 3.8 out of 5.0 in my HSC from Bangladesh. What scholarship can I get at Sharda University?",
"response": "With a GCA (General Certificate of Education) Advanced Level result of GPA 4.2/5, you are eligible for a 20% tuition fee scholarship on specific programs at Shareda University. The exclusions from the 50% scholarship include Pharmacy, M.Sc. Nursing, MPT, Medical M. Sc., BDS & MBBS. For other eligible programs not listed under 'Exclusions', your GPA qualifies you for the standard 25% scholarship available to Bangladeshi students with GPAs above 3/5. To retain this scholarship after first year, maintain 75% attendance and pass all exams without backlogs.",
"tokens_generated": 148
},
{
"question": "What are the scholarship eligibility criteria for Bangladeshi students at Sharda University?",
"response": "To be eligible for a scholarship at Shadha University, you must have completed your previous qualification from a recognized education board in Bangladesh. The scholarship considers your aggregate percentage/GPA (Bangladesh GPA scale out of 5). Scholarships apply only to tuition fees and are awarded based on academic merit only; no other factors considered. You can continue receiving the scholarship each year provided you pass without any back paper/fail and maintain at least 75% attendance.",
"tokens_generated": 103
},
{
"question": "I have a B.Sc. in Engineering from Bangladesh. Is it equivalent to B.Tech in India?",
"response": "Yes, your 4-year B. Sc. in engineering (Bangladeshi university CURRICULUM) is considered equivalent to an Indian B. Tech or B.E. degree. The key requirement for recognition in Bangladesh is that the Indian engineering program must be AICTE-approved.",
"tokens_generated": 67
},
{
"question": "Can I get lateral entry to B.Tech 2nd year with my Polytechnic Diploma from Bangladesh?",
"response": "Yes, if you have a 4-year Polytechnical Diplomawith a CGPA of 3.5/4 or higher (approximately 87% and above), you are eligible for lateral admission into the second year of an engineering program at Sharda University. The diploma must be completed after SSC. Remember that all Indian degrees need AICTE approval for recognition in Bangladesh.",
"tokens_generated": 90
},
{
"question": "What programs does Galgotias University offer for Bangladeshi students?",
"response": "Galgotias Universities offers a range of programs including B.Tech, BBA, MBA, BCA, MCA, B.Com, BJMC, MJMC and several specialized Masters & PhD courses across various schools such as the School of Computing Science, School of Computer Applications Technology, School Of Engineering, School OF Mechanical Transportation Logistics Aviation, Schoolof Business Management etc. They also have departments like The Department of Arts & Humanities, The Department Of Languages, The Department Of Life Sciences, The Deaprtment Of Physical Education And Sports, The Departments of Basic Sciences, Environmental Studies, Forensic Science, Nutrition & Dietetics, and Clinical Research among others.",
"tokens_generated": 154
},
{
"question": "How do I apply to Galgotias University as a Bangladeshi student?",
"response": "Galgotias Universities provides an international application portal. You should visit the 'International Application Portal' page for detailed information on how to apply and required documents, specifically looking for guidance tailored towards students from Bangladesh. Remember to check if they need official translations of documents in Hindi or English and comply with their specific deadlines. Keep track of your email and response times during the application process.",
"tokens_generated": 83
},
{
"question": "My HSC GPA is 4.5 out of 5. What is the equivalent percentage in Indian system?",
"response": "Your HSC (Class 12) GPA 4/5 from Bangladesh is approximately equivalent to about 80%-90% or a CGPA of 8.0-9.0 out of a maximum 10 in India's university grading systems for undergraduate entry requirements.",
"tokens_generated": 67
},
{
"question": "How do I convert my Bangladeshi CGPA to Indian grading system for admission?",
"response": "In Bangladesh, university CGPS are typically out of 4. In the Indian grad school admissions context (for MBA or similar), your CGPI out of (say) 3.0 would generally be assessed based on percentages rather than raw grades. A rough approximation is that a CGPR of 3/5 in Bangladesh might correspond to ~70-80%/CGPA 7-8/10 in India. For engineering degrees like B.Tech, AICTE approval ensures recognition; there isn't an established conversion for 'university CGAPs'. Your undergraduate CGDA out of usually 3 would roughly equate to GPA 3-4/5 or even higher depending on specific uni scale.",
"tokens_generated": 164
},
{
"question": "What are the requirements for MBBS admission in India for Bangladeshi students?",
"response": "For MBBS admissions in India, you need to have completed Class 12 (HSC equivalent) with Physics, Chemistry and Biology from a recognized board. The aggregate percentage/GPA is crucial, but specific Indian university cut-offs may also apply. Recognition for medical degrees in India requires them to be NMC-approved and BMDC-recognized in Bangladesh upon return. It's important to note that Pharmacy, M.Sc. Nursing, MPT, Medical M.S., and BDS programs are excluded from scholarships at Sharda University. For all other eligible programs not on the exclusion list, a GPA of 3.0-5.4/5 grants a 20% scholarship, while a G PA of 5.5-6.0/5 provides a 50% tuition fee waiver if applicable to the program.",
"tokens_generated": 196
},
{
"question": "Will my MBBS degree from India be recognized by BMDC in Bangladesh?",
"response": "For your MBBS or BDS degree from an Indian university to be recognized and valid for practice in Bangladesh, it must be NMC-approved (National Medical Commission) in India and subsequently recognized by the BMDCP (Bangladesh Medical and Dental Council). Ensure that the program is full-time and on campus. Recognition typically requires completion of specific regulatory requirements by both parties.",
"tokens_generated": 84
},
{
"question": "What documents do I need for FRRO registration in India as a Bangladeshi student?",
"response": "You will need: original passport with visa, bonafide certificate from university/college, CPR certificate (compulsory pregnancy report if applicable), marriage certificate (if married), medical certificate (AIDS test result) and 4 photographs.",
"tokens_generated": 52
},
{
"question": "What is the process for student visa to study in India from Bangladesh?",
"response": "The general steps are: 1) Apply and get admission to a program at an Indian university. 2) Once your CIB (Confirmation of Identity & Bank Verification) is complete, you'll receive a confirmation email with details about payment and e-FRRO registration. 3) Pay tuition fees online through SBI/NRE account or cash deposit at HDFC bank. 4) Register online on the FRRO website within 14 days after arrival. 5) Book appointment at nearest FRRO office for Biometrics enrollment. Take original documents along with six copies each of all supporting docs. Print out e-Registration slip. 6) Ensure that you have health insurance valid throughout tenure of stay in India.",
"tokens_generated": 156
},
{
"question": "Does Amity University accept Bangladeshi students for engineering programs?",
"response": "Yes, Amity School of Engineering & Technology is one of the partner institutions for B.Tech admissions from India through Noida International University. For direct admission to the 2nd year of an Indian engineering program (equivalent to B.Sc. in Engineering in Bangladesh), you would typically need a strong academic record and possibly clear a qualifying test like JEE Mains/Advanced or CUET. The equivalence between your HSC marks and Indian university requirements will determine scholarship eligibility.",
"tokens_generated": 107
},
{
"question": "Which Indian universities are AICTE approved for engineering that accept Bangladeshi students?",
"response": "Indian universities with engineering programs must be AICTEs (All India Council for Technical Education) approved for recognition in Bangladesh. Some examples of engineering disciplines include B.Tech, B.Sc. Engineering, and Diploma courses. Ensure the program you choose is full-time on campus for proper recognition.",
"tokens_generated": 65
},
{
"question": "What is the importance of NMC recognition for medical degrees in India?",
"response": "For medical degrees from Indian universities to be recognized and allow you to practice medicine (like MBBS) back home, they must be approved by the National Medical Commission (NMC). This ensures quality control and standardization across all medical education providers. Only full-time, on-campus programs are typically eligible for regulated professions like medicine.",
"tokens_generated": 71
}
]
}

135
reports/examples/epoch_3/test_questions_results.json Normal file
View File

@@ -0,0 +1,135 @@
{
"test_time": "2026-01-24T10:58:26.984598",
"num_questions": 15,
"questions": [
"I have a GPA of 3.8 out of 5.0 in my HSC from Bangladesh. What scholarship can I get at Sharda University?",
"What are the scholarship eligibility criteria for Bangladeshi students at Sharda University?",
"I have a B.Sc. in Engineering from Bangladesh. Is it equivalent to B.Tech in India?",
"Can I get lateral entry to B.Tech 2nd year with my Polytechnic Diploma from Bangladesh?",
"What programs does Galgotias University offer for Bangladeshi students?",
"How do I apply to Galgotias University as a Bangladeshi student?",
"My HSC GPA is 4.5 out of 5. What is the equivalent percentage in Indian system?",
"How do I convert my Bangladeshi CGPA to Indian grading system for admission?",
"What are the requirements for MBBS admission in India for Bangladeshi students?",
"Will my MBBS degree from India be recognized by BMDC in Bangladesh?",
"What documents do I need for FRRO registration in India as a Bangladeshi student?",
"What is the process for student visa to study in India from Bangladesh?",
"Does Amity University accept Bangladeshi students for engineering programs?",
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129
reports/examples/inference_examples.txt Normal file
View File

@@ -0,0 +1,129 @@
FINE-TUNED MODEL INFERENCE EXAMPLES
================================================================================
Model: unsloth/mistral-7b-instruct-v0.3-bnb-4bit
Dataset: millat/indian_university_guidance_for_bangladeshi_students
Generated: 2026-01-24T10:58:26.979056
================================================================================
QUESTION 1:
I have a GPA of 3.8 out of 5.0 in my HSC from Bangladesh. What scholarship can I get at Sharda University?
RESPONSE:
With a GCA (General Certificate of Education) Advanced Level result of GPA 4.2/5, you are eligible for a 20% tuition fee scholarship on specific programs at Shareda University. The exclusions from the 50% scholarship include Pharmacy, M.Sc. Nursing, MPT, Medical M. Sc., BDS & MBBS. For other eligible programs not listed under 'Exclusions', your GPA qualifies you for the standard 25% scholarship available to Bangladeshi students with GPAs above 3/5. To retain this scholarship after first year, maintain 75% attendance and pass all exams without backlogs.
--------------------------------------------------------------------------------
QUESTION 2:
What are the scholarship eligibility criteria for Bangladeshi students at Sharda University?
RESPONSE:
To be eligible for a scholarship at Shadha University, you must have completed your previous qualification from a recognized education board in Bangladesh. The scholarship considers your aggregate percentage/GPA (Bangladesh GPA scale out of 5). Scholarships apply only to tuition fees and are awarded based on academic merit only; no other factors considered. You can continue receiving the scholarship each year provided you pass without any back paper/fail and maintain at least 75% attendance.
--------------------------------------------------------------------------------
QUESTION 3:
I have a B.Sc. in Engineering from Bangladesh. Is it equivalent to B.Tech in India?
RESPONSE:
Yes, your 4-year B. Sc. in engineering (Bangladeshi university CURRICULUM) is considered equivalent to an Indian B. Tech or B.E. degree. The key requirement for recognition in Bangladesh is that the Indian engineering program must be AICTE-approved.
--------------------------------------------------------------------------------
QUESTION 4:
Can I get lateral entry to B.Tech 2nd year with my Polytechnic Diploma from Bangladesh?
RESPONSE:
Yes, if you have a 4-year Polytechnical Diplomawith a CGPA of 3.5/4 or higher (approximately 87% and above), you are eligible for lateral admission into the second year of an engineering program at Sharda University. The diploma must be completed after SSC. Remember that all Indian degrees need AICTE approval for recognition in Bangladesh.
--------------------------------------------------------------------------------
QUESTION 5:
What programs does Galgotias University offer for Bangladeshi students?
RESPONSE:
Galgotias Universities offers a range of programs including B.Tech, BBA, MBA, BCA, MCA, B.Com, BJMC, MJMC and several specialized Masters & PhD courses across various schools such as the School of Computing Science, School of Computer Applications Technology, School Of Engineering, School OF Mechanical Transportation Logistics Aviation, Schoolof Business Management etc. They also have departments like The Department of Arts & Humanities, The Department Of Languages, The Department Of Life Sciences, The Deaprtment Of Physical Education And Sports, The Departments of Basic Sciences, Environmental Studies, Forensic Science, Nutrition & Dietetics, and Clinical Research among others.
--------------------------------------------------------------------------------
QUESTION 6:
How do I apply to Galgotias University as a Bangladeshi student?
RESPONSE:
Galgotias Universities provides an international application portal. You should visit the 'International Application Portal' page for detailed information on how to apply and required documents, specifically looking for guidance tailored towards students from Bangladesh. Remember to check if they need official translations of documents in Hindi or English and comply with their specific deadlines. Keep track of your email and response times during the application process.
--------------------------------------------------------------------------------
QUESTION 7:
My HSC GPA is 4.5 out of 5. What is the equivalent percentage in Indian system?
RESPONSE:
Your HSC (Class 12) GPA 4/5 from Bangladesh is approximately equivalent to about 80%-90% or a CGPA of 8.0-9.0 out of a maximum 10 in India's university grading systems for undergraduate entry requirements.
--------------------------------------------------------------------------------
QUESTION 8:
How do I convert my Bangladeshi CGPA to Indian grading system for admission?
RESPONSE:
In Bangladesh, university CGPS are typically out of 4. In the Indian grad school admissions context (for MBA or similar), your CGPI out of (say) 3.0 would generally be assessed based on percentages rather than raw grades. A rough approximation is that a CGPR of 3/5 in Bangladesh might correspond to ~70-80%/CGPA 7-8/10 in India. For engineering degrees like B.Tech, AICTE approval ensures recognition; there isn't an established conversion for 'university CGAPs'. Your undergraduate CGDA out of usually 3 would roughly equate to GPA 3-4/5 or even higher depending on specific uni scale.
--------------------------------------------------------------------------------
QUESTION 9:
What are the requirements for MBBS admission in India for Bangladeshi students?
RESPONSE:
For MBBS admissions in India, you need to have completed Class 12 (HSC equivalent) with Physics, Chemistry and Biology from a recognized board. The aggregate percentage/GPA is crucial, but specific Indian university cut-offs may also apply. Recognition for medical degrees in India requires them to be NMC-approved and BMDC-recognized in Bangladesh upon return. It's important to note that Pharmacy, M.Sc. Nursing, MPT, Medical M.S., and BDS programs are excluded from scholarships at Sharda University. For all other eligible programs not on the exclusion list, a GPA of 3.0-5.4/5 grants a 20% scholarship, while a G PA of 5.5-6.0/5 provides a 50% tuition fee waiver if applicable to the program.
--------------------------------------------------------------------------------
QUESTION 10:
Will my MBBS degree from India be recognized by BMDC in Bangladesh?
RESPONSE:
For your MBBS or BDS degree from an Indian university to be recognized and valid for practice in Bangladesh, it must be NMC-approved (National Medical Commission) in India and subsequently recognized by the BMDCP (Bangladesh Medical and Dental Council). Ensure that the program is full-time and on campus. Recognition typically requires completion of specific regulatory requirements by both parties.
--------------------------------------------------------------------------------
QUESTION 11:
What documents do I need for FRRO registration in India as a Bangladeshi student?
RESPONSE:
You will need: original passport with visa, bonafide certificate from university/college, CPR certificate (compulsory pregnancy report if applicable), marriage certificate (if married), medical certificate (AIDS test result) and 4 photographs.
--------------------------------------------------------------------------------
QUESTION 12:
What is the process for student visa to study in India from Bangladesh?
RESPONSE:
The general steps are: 1) Apply and get admission to a program at an Indian university. 2) Once your CIB (Confirmation of Identity & Bank Verification) is complete, you'll receive a confirmation email with details about payment and e-FRRO registration. 3) Pay tuition fees online through SBI/NRE account or cash deposit at HDFC bank. 4) Register online on the FRRO website within 14 days after arrival. 5) Book appointment at nearest FRRO office for Biometrics enrollment. Take original documents along with six copies each of all supporting docs. Print out e-Registration slip. 6) Ensure that you have health insurance valid throughout tenure of stay in India.
--------------------------------------------------------------------------------
QUESTION 13:
Does Amity University accept Bangladeshi students for engineering programs?
RESPONSE:
Yes, Amity School of Engineering & Technology is one of the partner institutions for B.Tech admissions from India through Noida International University. For direct admission to the 2nd year of an Indian engineering program (equivalent to B.Sc. in Engineering in Bangladesh), you would typically need a strong academic record and possibly clear a qualifying test like JEE Mains/Advanced or CUET. The equivalence between your HSC marks and Indian university requirements will determine scholarship eligibility.
--------------------------------------------------------------------------------
QUESTION 14:
Which Indian universities are AICTE approved for engineering that accept Bangladeshi students?
RESPONSE:
Indian universities with engineering programs must be AICTEs (All India Council for Technical Education) approved for recognition in Bangladesh. Some examples of engineering disciplines include B.Tech, B.Sc. Engineering, and Diploma courses. Ensure the program you choose is full-time on campus for proper recognition.
--------------------------------------------------------------------------------
QUESTION 15:
What is the importance of NMC recognition for medical degrees in India?
RESPONSE:
For medical degrees from Indian universities to be recognized and allow you to practice medicine (like MBBS) back home, they must be approved by the National Medical Commission (NMC). This ensures quality control and standardization across all medical education providers. Only full-time, on-campus programs are typically eligible for regulated professions like medicine.
--------------------------------------------------------------------------------

82
reports/examples/sample_outputs.json Normal file
View File

@@ -0,0 +1,82 @@
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"question": "I have a GPA of 3.8 out of 5.0 in my HSC from Bangladesh. What scholarship can I get at Sharda University?",
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"question": "What are the scholarship eligibility criteria for Bangladeshi students at Sharda University?",
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"question": "I have a B.Sc. in Engineering from Bangladesh. Is it equivalent to B.Tech in India?",
"response": "Yes, your 4-year B. Sc. in engineering (Bangladeshi university CURRICULUM) is considered equivalent to an Indian B. Tech or B.E. degree. The key requirement for recognition in Bangladesh is that the Indian engineering program must be AICTE-approved.",
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"question": "Can I get lateral entry to B.Tech 2nd year with my Polytechnic Diploma from Bangladesh?",
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"question": "What programs does Galgotias University offer for Bangladeshi students?",
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"tokens_generated": 154
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"question": "How do I apply to Galgotias University as a Bangladeshi student?",
"response": "Galgotias Universities provides an international application portal. You should visit the 'International Application Portal' page for detailed information on how to apply and required documents, specifically looking for guidance tailored towards students from Bangladesh. Remember to check if they need official translations of documents in Hindi or English and comply with their specific deadlines. Keep track of your email and response times during the application process.",
"tokens_generated": 83
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{
"question": "My HSC GPA is 4.5 out of 5. What is the equivalent percentage in Indian system?",
"response": "Your HSC (Class 12) GPA 4/5 from Bangladesh is approximately equivalent to about 80%-90% or a CGPA of 8.0-9.0 out of a maximum 10 in India's university grading systems for undergraduate entry requirements.",
"tokens_generated": 67
},
{
"question": "How do I convert my Bangladeshi CGPA to Indian grading system for admission?",
"response": "In Bangladesh, university CGPS are typically out of 4. In the Indian grad school admissions context (for MBA or similar), your CGPI out of (say) 3.0 would generally be assessed based on percentages rather than raw grades. A rough approximation is that a CGPR of 3/5 in Bangladesh might correspond to ~70-80%/CGPA 7-8/10 in India. For engineering degrees like B.Tech, AICTE approval ensures recognition; there isn't an established conversion for 'university CGAPs'. Your undergraduate CGDA out of usually 3 would roughly equate to GPA 3-4/5 or even higher depending on specific uni scale.",
"tokens_generated": 164
},
{
"question": "What are the requirements for MBBS admission in India for Bangladeshi students?",
"response": "For MBBS admissions in India, you need to have completed Class 12 (HSC equivalent) with Physics, Chemistry and Biology from a recognized board. The aggregate percentage/GPA is crucial, but specific Indian university cut-offs may also apply. Recognition for medical degrees in India requires them to be NMC-approved and BMDC-recognized in Bangladesh upon return. It's important to note that Pharmacy, M.Sc. Nursing, MPT, Medical M.S., and BDS programs are excluded from scholarships at Sharda University. For all other eligible programs not on the exclusion list, a GPA of 3.0-5.4/5 grants a 20% scholarship, while a G PA of 5.5-6.0/5 provides a 50% tuition fee waiver if applicable to the program.",
"tokens_generated": 196
},
{
"question": "Will my MBBS degree from India be recognized by BMDC in Bangladesh?",
"response": "For your MBBS or BDS degree from an Indian university to be recognized and valid for practice in Bangladesh, it must be NMC-approved (National Medical Commission) in India and subsequently recognized by the BMDCP (Bangladesh Medical and Dental Council). Ensure that the program is full-time and on campus. Recognition typically requires completion of specific regulatory requirements by both parties.",
"tokens_generated": 84
},
{
"question": "What documents do I need for FRRO registration in India as a Bangladeshi student?",
"response": "You will need: original passport with visa, bonafide certificate from university/college, CPR certificate (compulsory pregnancy report if applicable), marriage certificate (if married), medical certificate (AIDS test result) and 4 photographs.",
"tokens_generated": 52
},
{
"question": "What is the process for student visa to study in India from Bangladesh?",
"response": "The general steps are: 1) Apply and get admission to a program at an Indian university. 2) Once your CIB (Confirmation of Identity & Bank Verification) is complete, you'll receive a confirmation email with details about payment and e-FRRO registration. 3) Pay tuition fees online through SBI/NRE account or cash deposit at HDFC bank. 4) Register online on the FRRO website within 14 days after arrival. 5) Book appointment at nearest FRRO office for Biometrics enrollment. Take original documents along with six copies each of all supporting docs. Print out e-Registration slip. 6) Ensure that you have health insurance valid throughout tenure of stay in India.",
"tokens_generated": 156
},
{
"question": "Does Amity University accept Bangladeshi students for engineering programs?",
"response": "Yes, Amity School of Engineering & Technology is one of the partner institutions for B.Tech admissions from India through Noida International University. For direct admission to the 2nd year of an Indian engineering program (equivalent to B.Sc. in Engineering in Bangladesh), you would typically need a strong academic record and possibly clear a qualifying test like JEE Mains/Advanced or CUET. The equivalence between your HSC marks and Indian university requirements will determine scholarship eligibility.",
"tokens_generated": 107
},
{
"question": "Which Indian universities are AICTE approved for engineering that accept Bangladeshi students?",
"response": "Indian universities with engineering programs must be AICTEs (All India Council for Technical Education) approved for recognition in Bangladesh. Some examples of engineering disciplines include B.Tech, B.Sc. Engineering, and Diploma courses. Ensure the program you choose is full-time on campus for proper recognition.",
"tokens_generated": 65
},
{
"question": "What is the importance of NMC recognition for medical degrees in India?",
"response": "For medical degrees from Indian universities to be recognized and allow you to practice medicine (like MBBS) back home, they must be approved by the National Medical Commission (NMC). This ensures quality control and standardization across all medical education providers. Only full-time, on-campus programs are typically eligible for regulated professions like medicine.",
"tokens_generated": 71
}
]
}

135
reports/examples/test_questions_results.json Normal file
View File

@@ -0,0 +1,135 @@
{
"test_time": "2026-01-24T10:58:26.984598",
"num_questions": 15,
"questions": [
"I have a GPA of 3.8 out of 5.0 in my HSC from Bangladesh. What scholarship can I get at Sharda University?",
"What are the scholarship eligibility criteria for Bangladeshi students at Sharda University?",
"I have a B.Sc. in Engineering from Bangladesh. Is it equivalent to B.Tech in India?",
"Can I get lateral entry to B.Tech 2nd year with my Polytechnic Diploma from Bangladesh?",
"What programs does Galgotias University offer for Bangladeshi students?",
"How do I apply to Galgotias University as a Bangladeshi student?",
"My HSC GPA is 4.5 out of 5. What is the equivalent percentage in Indian system?",
"How do I convert my Bangladeshi CGPA to Indian grading system for admission?",
"What are the requirements for MBBS admission in India for Bangladeshi students?",
"Will my MBBS degree from India be recognized by BMDC in Bangladesh?",
"What documents do I need for FRRO registration in India as a Bangladeshi student?",
"What is the process for student visa to study in India from Bangladesh?",
"Does Amity University accept Bangladeshi students for engineering programs?",
"Which Indian universities are AICTE approved for engineering that accept Bangladeshi students?",
"What is the importance of NMC recognition for medical degrees in India?"
],
"epoch": 3,
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"question": "I have a GPA of 3.8 out of 5.0 in my HSC from Bangladesh. What scholarship can I get at Sharda University?",
"response": "With a GCA (General Certificate of Education) Advanced Level result of GPA 4.2/5, you are eligible for a 20% tuition fee scholarship on specific programs at Shareda University. The exclusions from the 50% scholarship include Pharmacy, M.Sc. Nursing, MPT, Medical M. Sc., BDS & MBBS. For other eligible programs not listed under 'Exclusions', your GPA qualifies you for the standard 25% scholarship available to Bangladeshi students with GPAs above 3/5. To retain this scholarship after first year, maintain 75% attendance and pass all exams without backlogs.",
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"question": "What are the scholarship eligibility criteria for Bangladeshi students at Sharda University?",
"response": "To be eligible for a scholarship at Shadha University, you must have completed your previous qualification from a recognized education board in Bangladesh. The scholarship considers your aggregate percentage/GPA (Bangladesh GPA scale out of 5). Scholarships apply only to tuition fees and are awarded based on academic merit only; no other factors considered. You can continue receiving the scholarship each year provided you pass without any back paper/fail and maintain at least 75% attendance.",
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"question": "Can I get lateral entry to B.Tech 2nd year with my Polytechnic Diploma from Bangladesh?",
"response": "Yes, if you have a 4-year Polytechnical Diplomawith a CGPA of 3.5/4 or higher (approximately 87% and above), you are eligible for lateral admission into the second year of an engineering program at Sharda University. The diploma must be completed after SSC. Remember that all Indian degrees need AICTE approval for recognition in Bangladesh.",
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"response": "Galgotias Universities offers a range of programs including B.Tech, BBA, MBA, BCA, MCA, B.Com, BJMC, MJMC and several specialized Masters & PhD courses across various schools such as the School of Computing Science, School of Computer Applications Technology, School Of Engineering, School OF Mechanical Transportation Logistics Aviation, Schoolof Business Management etc. They also have departments like The Department of Arts & Humanities, The Department Of Languages, The Department Of Life Sciences, The Deaprtment Of Physical Education And Sports, The Departments of Basic Sciences, Environmental Studies, Forensic Science, Nutrition & Dietetics, and Clinical Research among others.",
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"question": "How do I apply to Galgotias University as a Bangladeshi student?",
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