50 lines
2.2 KiB
Markdown
50 lines
2.2 KiB
Markdown
---
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language: en
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pipeline_tag: text-generation
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library_name: mlx
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tags:
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- mlx
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license: apache-2.0
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metrics:
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- accuracy
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base_model:
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- Qwen/Qwen2.5-3B-Instruct
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---
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ADVANCED MECHANICS ENGINE
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## OVERVIEW
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THIS IS A MECHANICS' PROBLEM SOLVING ENGINE LORA FINE-TUNED ON BASE QWEN MODEL TO SOLVE MECHANICS PROBLEMS OF VARYING DIFFICULTY.
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IT WAS TRAINED TWICE ON A TOTAL ON 2200 EXAMPLES USING MLX-LM.
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## USES :
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IT CAN SOLVE A VARIETY OF MECHANICS QUESTIONS FROM EASY-MODERATE-ADVANCED DIFFICULTY. IT HAS BEEN TUNED TO SHOWCASE MULTI-STEP REASONING WITH ACCURATE SOLUTIONS.
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OVERALL, IT IS REALLY GOOD FOR MOST MECHANICS PROBLEMS BUT MIGHT STRUGGLE ON SOME WITH REALLY HIGH DIFFICULTY ALONGWITH MULTI-CONCEPT APPLICATION PROBLEMS.
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HOW TO USE :
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## HOW TO USE :
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1) IT CAN USE VIA THE mlx LIBRARY ON APPLE SILICON USING THE CODE UNDER 'Use This Model'.
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2) APART FROM THAT IT CAN ALSO RUN EFFICIENTLY IN THE transformers LIBRARY BY USING CUSTOMIZED CODE OR MY CHANGING THE safetensors FILE FORMAT.
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## EXAMPLE PROMPTS :
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1) A BALL IS THROWN UPWARDS FROM THE GROUND WITH AN INITIAL VELOCITY OF 40 m/s. FIND THE TIME IT TAKES TO REACH THE GROUND BACK.
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2) TWO PARTICLES START AT THE SAME POINT AND SAME INSTANT OF TIME. PARTICLE A STARTS FROM REST AND MOVES WITH A CONSTANT ACCELERATION a. PARTICLE B MOVES WITH A CONSTANT VELOCITY u. HOW MANY TIMES WILL THEY MEET EACH OTHER EXCLUDING THE STARTING POINT.
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## TEST RESULTS
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IT WAS TESTED ON 100 DIFFERENT MECHANICS QUESTIONS OF DIFFICULTY OF TRICKY JEE MAINS/EARLY JEE ADVANCED.
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IT HAD THE FOLLOWING RESULTS :
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1) CORRECT ANSWER - 95/100
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2) CORRECT ANSWER BUT WRONG REASONING - 1/95
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3) BOTH REASONING AND ANSWER CORRECT - 94/100
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OVERALL, IT DISPLAYED GREAT ACCURACY ON THESE QUESTIONS.
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## ABOUT THE BUILDER
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THIS HAS BEEN BUILT BY SHIVANSH, A CURIOUS TECH ENTHUSIAST FROM INDIA CURRENTLY IN GRADE 7. I HAVE EXTENSIVE INTEREST IN STEM STEM SUBJECTS AND SO THE IDEA OF BUILDING SUCH A MECHANICS ENGINE RANDOMLY CAME TO MY MIND.
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I WAS ACTUALLY SHOCKED THAT WITH CLEAN DATA AND GOOD IDEAS AND PLANNING, HOW EASY AND ENGAGING IT WAS, THOUGH IT DOES REQUIRE CLEAN DATA FORMATTING AND A LOT OF PATIENCE.
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## HOPE YOU LIKE THE MODEL AND DON'T FORGET TO LEAVE A FEEDBACK REGARDING YOUR EXPERIENCE. MAKE SURE TO LEAVE A LIKE IF YOU FIND THE MODEL USEFUL. |