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Model: eth-nlped/TutorRL-7B Source: Original Platform
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README.md
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---
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library_name: transformers
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license: apache-2.0
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license_link: https://github.com/eth-lre/PedagogicalRL/blob/main/LICENSE
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pipeline_tag: text-generation
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base_model:
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- Qwen/Qwen2.5-7B-Instruct
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tags:
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- math-tutor
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- grpo
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datasets:
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- SynthLabsAI/Big-Math-RL-Verified
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---
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# TutorRL-7B
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## Overview
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**TutorRL-7B** is a fine-tuned variant of [Qwen/Qwen2.5-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-7B-Instruct), trained to act as a math **tutor** rather than a solver. It is aligned to pedagogical principles using **reinforcement learning (GRPO)** in a synthetic multi-turn classroom setting, without requiring any human-labeled data.
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This model was developed as part of the research project [*From Problem-Solving to Teaching Problem-Solving*](https://arxiv.org/abs/2505.15607), which proposes a scalable, annotation-free approach to training LLMs as **educational tutors**. Instead of directly answering questions, the model is optimized to scaffold reasoning, guide through Socratic questioning, and withhold final solutions when beneficial for learning.
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Repository: [https://github.com/eth-lre/PedagogicalRL](https://github.com/eth-lre/PedagogicalRL)
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## Intended Use
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This model is intended for use in:
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* Interactive math tutoring
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* Socratic dialogue generation
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* Research on educational alignment of LLMs
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* Safe and indirect teaching in problem-solving contexts
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## Example Usage
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```python
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from transformers import AutoTokenizer, AutoModelForCausalLM
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model_id = "eth-nlped/TutorRL-7B"
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tokenizer = AutoTokenizer.from_pretrained(model_id)
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model = AutoModelForCausalLM.from_pretrained(model_id, device_map="auto")
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messages = [
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{"role": "user", "content": "Can you help me solve 3x + 5 = 20?"}
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]
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prompt = tokenizer.apply_chat_template(messages, tokenize=False)
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inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
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outputs = model.generate(**inputs, max_new_tokens=512)
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print(tokenizer.decode(outputs[0], skip_special_tokens=True))
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```
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> Note: This model does **not** generate `<think>` blocks. If you want planning-based reasoning, refer to this model variant: [TutorRL-7B-think](https://huggingface.co/eth-nlped/TutorRL-7B-think)
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## Citation
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If you use this model or build upon the training framework, please cite:
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```
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@misc{dinucujianu2025problemsolvingteachingproblemsolvingaligning,
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title={From Problem-Solving to Teaching Problem-Solving: Aligning LLMs with Pedagogy using Reinforcement Learning},
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author={David Dinucu-Jianu and Jakub Macina and Nico Daheim and Ido Hakimi and Iryna Gurevych and Mrinmaya Sachan},
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year={2025},
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eprint={2505.15607},
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archivePrefix={arXiv},
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primaryClass={cs.CL},
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url={https://arxiv.org/abs/2505.15607}
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}
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```
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config.json
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|
||||
}
|
||||
}
|
||||
31
special_tokens_map.json
Normal file
31
special_tokens_map.json
Normal file
@@ -0,0 +1,31 @@
|
||||
{
|
||||
"additional_special_tokens": [
|
||||
"<|im_start|>",
|
||||
"<|im_end|>",
|
||||
"<|object_ref_start|>",
|
||||
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|
||||
"<|box_start|>",
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
],
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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||||
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|
||||
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||||
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|
||||
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|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
3
tokenizer.json
Normal file
3
tokenizer.json
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:5eee858c5123a4279c3e1f7b81247343f356ac767940b2692a928ad929543214
|
||||
size 11422063
|
||||
208
tokenizer_config.json
Normal file
208
tokenizer_config.json
Normal file
@@ -0,0 +1,208 @@
|
||||
{
|
||||
"add_bos_token": false,
|
||||
"add_prefix_space": false,
|
||||
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||||
"151643": {
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||||
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||||
"lstrip": false,
|
||||
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|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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|
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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||||
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||||
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|
||||
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||||
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|
||||
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||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
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||||
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|
||||
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||||
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||||
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|
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"<|object_ref_start|>",
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"<|vision_pad|>",
|
||||
"<|image_pad|>",
|
||||
"<|video_pad|>"
|
||||
],
|
||||
"bos_token": null,
|
||||
"chat_template": "{%- if tools -%}\n\t{{- \"<|im_start|>system\\n\" -}}\n\t{%- if messages[0][\"role\"] == \"system\" -%}\n\t\t{{- messages[0][\"content\"] -}}\n\t{%- else -%}\n\t\t{{- \"You are tasked with being a teacher and helping a student with a math problem.\\n\\nYou must not reveal the answer to the problem to the student at any point in time.\\nYour task is to guide the student to have a complete understanding of the problem.\\nEven if the student is already able to solve the problem, you should help them understand and improve the solution so that they get as high of a grade as possible.\\n\\nIf possible, do not respond with overly long responses to the student.\\n\\n\" -}}\n\t{%- endif -%}\n\t{{- \"\\n\\n# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" -}}\n\t{%- for tool in tools -%}\n\t\t{{- \"\\n\" -}}\n\t\t{{- tool | tojson -}}\n\t{%- endfor -%}\n\t{{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{'name': <function-name>, 'arguments': <args-json-object>}\\n</tool_call><|im_end|>\\n\" -}}\n{%- elif messages[0][\"role\"] == \"system\" -%}\n\t{{- \"<|im_start|>system\\n\" + messages[0][\"content\"] + \"<|im_end|>\\n\" -}}\n{%- else -%}\n\t{{- \"<|im_start|>system\\nYou are tasked with being a teacher and helping a student with a math problem.\\n\\nYou must not reveal the answer to the problem to the student at any point in time.\\nYour task is to guide the student to have a complete understanding of the problem.\\nEven if the student is already able to solve the problem, you should help them understand and improve the solution so that they get as high of a grade as possible.\\n\\nIf possible, do not respond with overly long responses to the student.\\n\\n<|im_end|>\\n\" -}}\n{%- endif -%}\n{%- for message in messages -%}\n\t{%- if message.role == \"user\" or message.role == \"system\" and not loop.first -%}\n\t\t{{- \"<|im_start|>\" + message.role + \"\\n\" + message.content + \"<|im_end|>\" + \"\\n\" -}}\n\t{%- elif message.role == \"assistant\" and not message.tool_calls -%}\n\t\t{{- \"<|im_start|>\" + message.role + \"\\n\" + message.content + \"<|im_end|>\" + \"\\n\" -}}\n\t{%- elif message.role == \"assistant\" -%}\n\t\t{{- \"<|im_start|>\" + message.role + \"\" -}}\n\t\t{%- if message.content -%}\n\t\t\t{{- \"\\n\" + message.content -}}\n\t\t{%- endif -%}\n\t\t{%- for tool_call in message.tool_calls -%}\n\t\t\t{%- if tool_call.function is defined -%}\n\t\t\t\t{%- set tool_call = tool_call.function -%}\n\t\t\t{%- endif -%}\n\t\t\t{{- \"\\n<tool_call>\\n{'name': '\" -}}\n\t\t\t{{- tool_call.name -}}\n\t\t\t{{- \"', 'arguments': \" -}}\n\t\t\t{{- tool_call.arguments | tojson -}}\n\t\t\t{{- \"}\\n</tool_call>\" -}}\n\t\t{%- endfor -%}\n\t\t{{- \"<|im_end|>\\n\" -}}\n\t{%- elif message.role == \"tool\" -%}\n\t\t{%- if loop.index0 == 0 or messages[loop.index0 - 1].role != \"tool\" -%}\n\t\t\t{{- \"<|im_start|>user\" -}}\n\t\t{%- endif -%}\n\t\t{{- \"\\n<tool_response>\\n\" -}}\n\t\t{{- message.content -}}\n\t\t{{- \"\\n</tool_response>\" -}}\n\t\t{%- if loop.last or messages[loop.index0 + 1].role != \"tool\" -%}\n\t\t\t{{- \"<|im_end|>\\n\" -}}\n\t\t{%- endif -%}\n\t{%- endif -%}\n{%- endfor -%}\n{%- if add_generation_prompt -%}\n\t{{- \"<|im_start|>assistant\\n\" -}}\n{%- endif -%}\n",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "<|im_end|>",
|
||||
"errors": "replace",
|
||||
"extra_special_tokens": {},
|
||||
"model_max_length": 131072,
|
||||
"pad_token": "<|endoftext|>",
|
||||
"split_special_tokens": false,
|
||||
"tokenizer_class": "Qwen2Tokenizer",
|
||||
"unk_token": null
|
||||
}
|
||||
3
training_args.bin
Normal file
3
training_args.bin
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:cf5a77c9ed03fb1629471817eb7030e35b8afd227c450cef7126d27722309d2d
|
||||
size 7889
|
||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user