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Title: GitHub - lupantech/ineqmath: Solving Inequality Proofs with Large Language Models. · GitHub

Open Graph Title: GitHub - lupantech/ineqmath: Solving Inequality Proofs with Large Language Models.

X Title: GitHub - lupantech/ineqmath: Solving Inequality Proofs with Large Language Models.

Description: Solving Inequality Proofs with Large Language Models. - GitHub - lupantech/ineqmath: Solving Inequality Proofs with Large Language Models.

Open Graph Description: Solving Inequality Proofs with Large Language Models. - lupantech/ineqmath

X Description: Solving Inequality Proofs with Large Language Models. - lupantech/ineqmath

Opengraph URL: https://github.com/lupantech/ineqmath

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requirements.txt	https://github.com/lupantech/ineqmath/blob/main/requirements.txt
requirements.txt	https://github.com/lupantech/ineqmath/blob/main/requirements.txt
README	https://github.com/lupantech/ineqmath
MIT license	https://github.com/lupantech/ineqmath
CC-BY-SA-4.0 license	https://github.com/lupantech/ineqmath
	https://github.com/lupantech/ineqmath/blob/main/assets/logos/ineqmath.svg
	https://github.com/lupantech/ineqmath#----solving-inequality-proofs-with-large-language-models--
	https://lbesson.mit-license.org/
	https://creativecommons.org/licenses/by-sa/4.0/
	https://arxiv.org/abs/2506.07927
	https://huggingface.co/papers/2506.07927
	https://huggingface.co/datasets/AI4Math/IneqMath
	https://huggingface.co/spaces/AI4Math/IneqMath-Leaderboard
	https://ineqmath.github.io/
	https://ineqmath.github.io/#leaderboard
	https://ineqmath.github.io/#visualization
	https://x.com/lupantech/status/1932866286427779586
Solving Inequality Proofs with Large Language Models	https://arxiv.org/abs/2506.07927
	https://github.com/lupantech/ineqmath#-table-of-contents
💥 News	https://github.com/lupantech/ineqmath#news
📖 Introduction	https://github.com/lupantech/ineqmath#introduction
📊 Dataset Examples	https://github.com/lupantech/ineqmath#dataset-examples
🏆 Leaderboard	https://github.com/lupantech/ineqmath#leaderboard
📝 Evaluations on IneqMath	https://github.com/lupantech/ineqmath#evaluations-on-ineqmath
Environment Setup	https://github.com/lupantech/ineqmath#environment-setup
Evaluate Models on IneqMath Test Set	https://github.com/lupantech/ineqmath#evaluate-models-on-ineqmath-test-set
Evaluate Models on IneqMath Dev Set	https://github.com/lupantech/ineqmath#evaluate-models-on-ineqmath-dev-set
Evaluate with the Final Answer Judge	https://github.com/lupantech/ineqmath#evaluate-with-the-final-answer-judge
Submit the Results to the Evaluation Platform	https://github.com/lupantech/ineqmath#submit-the-results-to-the-evaluation-platform
🎯 Strategies on IneqMath	https://github.com/lupantech/ineqmath#strategies-on-ineqmath
Frequent Theorems as Hints	https://github.com/lupantech/ineqmath#frequent-theorems-as-hints
Frequent Training Problems and Solutions as Hints	https://github.com/lupantech/ineqmath#frequent-training-problems-and-solutions-as-hints
Few-shot Evaluation	https://github.com/lupantech/ineqmath#few-shot-evaluation
🧪 Other experiments on IneqMath	https://github.com/lupantech/ineqmath#other-experiments-on-ineqmath
Taking Annotated Theorems as Hints	https://github.com/lupantech/ineqmath#taking-annotated-theorems-as-hints
🤖 Supported LLM Engines	https://github.com/lupantech/ineqmath#supported-llm-engines
📂 Data Curation	https://github.com/lupantech/ineqmath#data-curation
Informal Reformulation of Inequality Proving	https://github.com/lupantech/ineqmath#informal-reformulation-of-inequality-proving
Training Data Enhancement	https://github.com/lupantech/ineqmath#training-data-enhancement
🤗 Dataset Overview	https://github.com/lupantech/ineqmath#dataset-overview
🧐 Fine-grained Informal Judges	https://github.com/lupantech/ineqmath#fine-grained-informal-judges
📈 Evaluation Results	https://github.com/lupantech/ineqmath#evaluation-results
Results of Leading LLMs	https://github.com/lupantech/ineqmath#results-of-leading-llms
Scaling Law in Model Size	https://github.com/lupantech/ineqmath#scaling-law-in-model-size
🔍 In-depth Study	https://github.com/lupantech/ineqmath#in-depth-study
Retrieving Relevant Theorems as Hints	https://github.com/lupantech/ineqmath#retrieving-relevant-theorems-as-hints
Self-improvement via Critic as Feedback	https://github.com/lupantech/ineqmath#self-improvement-via-critic-as-feedback
📜 License	https://github.com/lupantech/ineqmath#license
📚 Citation	https://github.com/lupantech/ineqmath#citation
	https://github.com/lupantech/ineqmath#-news
Data Curation	https://github.com/lupantech/ineqmath#data-curation
Frequent Theorems as Hints	https://github.com/lupantech/ineqmath#frequent-theorems-as-hints
Frequent Training Problems & Solutions as Hints	https://github.com/lupantech/ineqmath#frequent-training-problems-and-solutions-as-hints
Few-shot Evaluation	https://github.com/lupantech/ineqmath#few-shot-evaluation
here	https://github.com/lupantech/ineqmath#supported-llm-engines
Dev set evaluation	https://github.com/lupantech/ineqmath#evaluate-models-on-ineqmath-dev-set
Final Answer Judge	https://github.com/lupantech/ineqmath#evaluate-with-the-final-answer-judge
OpenAI Platform	https://openai.com/index/introducing-gpt-5/
Dev set evaluation platform	https://huggingface.co/spaces/AI4Math/IneqMath-Dev-Evaluation
example scripts	https://github.com/lupantech/ineqmath#supported-llm-engines
2nd AI for Math Workshop	https://sites.google.com/view/ai4mathworkshopicml2025/accepted-papers?authuser=0
paper	https://openreview.net/forum?id=cB9eZUINSh#discussion
poster	https://github.com/lupantech/ineqmath/blob/main/assets/others/icml_poster.pdf
OpenAI Platform	https://platform.openai.com/docs/models/o3-pro?ref=blog.roboflow.com
Pan Lu	https://x.com/lupantech
Twitter	https://x.com/lupantech/status/1932866286427779586
https://arxiv.org/abs/2506.07927	https://arxiv.org/abs/2506.07927
	https://github.com/lupantech/ineqmath#-introduction
	https://github.com/lupantech/ineqmath#-dataset-examples
	https://github.com/lupantech/ineqmath/blob/main/assets/examples/train_bound_example.png
	https://github.com/lupantech/ineqmath/blob/main/assets/examples/train_relation_example.png
	https://github.com/lupantech/ineqmath/blob/main/assets/examples/test_bound_example.png
	https://github.com/lupantech/ineqmath/blob/main/assets/examples/test_relation_example.png
	https://github.com/lupantech/ineqmath#-leaderboard
	https://github.com/lupantech/ineqmath#-evaluations-on-ineqmath
	https://github.com/lupantech/ineqmath#environment-setup
	https://github.com/lupantech/ineqmath#evaluate-models-on-ineqmath-test-set
the few-shot evaluation	https://github.com/lupantech/ineqmath#few-shot-evaluation
Supported LLM Engines	https://github.com/lupantech/ineqmath#supported-llm-engines
evaluation platform	https://huggingface.co/spaces/AI4Math/IneqMath-Leaderboard
the evaluation platform submission instructions	https://github.com/lupantech/ineqmath#submit-the-results-to-the-evaluation-platform
	https://github.com/lupantech/ineqmath#evaluate-models-on-ineqmath-dev-set
Supported LLM Engines	https://github.com/lupantech/ineqmath#supported-llm-engines
Dev set evaluation platform	https://huggingface.co/spaces/AI4Math/IneqMath-Dev-Evaluation
the evaluation platform submission instructions	https://github.com/lupantech/ineqmath#submit-the-results-to-the-evaluation-platform
	https://github.com/lupantech/ineqmath#evaluate-with-the-final-answer-judge
	https://github.com/lupantech/ineqmath#submit-the-results-to-the-evaluation-platform
here	https://huggingface.co/spaces/AI4Math/IneqMath-Leaderboard
	https://github.com/lupantech/ineqmath#-strategies-on-ineqmath
	https://github.com/lupantech/ineqmath#frequent-theorems-as-hints
paper	https://arxiv.org/abs/2506.07927
supported model family	https://github.com/lupantech/ineqmath#supported-llm-engines
here	https://github.com/lupantech/ineqmath/blob/main/results/frequent_theorems_as_hints_results_test_data/gpt-4o-mini_tokens_10000_theorem_num_3/results.json
here	https://github.com/lupantech/ineqmath/blob/main/results/frequent_theorems_as_hints_results_test_data/gpt-4o-mini_tokens_10000_theorem_num_3/raw
here	https://github.com/lupantech/ineqmath/blob/main/results/frequent_theorems_as_hints_results_test_data/gpt-4o-mini_tokens_10000_theorem_num_3/raw/1.md
evaluation platform	https://huggingface.co/spaces/AI4Math/IneqMath-Leaderboard
the evaluation platform submission instructions	https://github.com/lupantech/ineqmath#submit-the-results-to-the-evaluation-platform
	https://github.com/lupantech/ineqmath#frequent-training-problems-and-solutions-as-hints
paper	https://arxiv.org/abs/2506.07927
supported model family	https://github.com/lupantech/ineqmath#supported-llm-engines
here	https://github.com/lupantech/ineqmath/blob/main/results/frequent_solution_as_hints_results_test_data/gpt-4o-mini_tokens_10000_solution_num_3/results.json
here	https://github.com/lupantech/ineqmath/blob/main/results/frequent_solution_as_hints_results_test_data/gpt-4o-mini_tokens_10000_solution_num_3/raw
here	https://github.com/lupantech/ineqmath/blob/main/results/frequent_solution_as_hints_results_test_data/gpt-4o-mini_tokens_10000_solution_num_3/raw/1.md
evaluation platform	https://huggingface.co/spaces/AI4Math/IneqMath-Leaderboard
the evaluation platform submission instructions	https://github.com/lupantech/ineqmath#submit-the-results-to-the-evaluation-platform
	https://github.com/lupantech/ineqmath#few-shot-evaluation
supported model family	https://github.com/lupantech/ineqmath#supported-llm-engines
data/json/few_shot_examples.json	https://github.com/lupantech/ineqmath/blob/main/data/json/few_shot_examples.json
here	https://github.com/lupantech/ineqmath/blob/main/results/few_shot_results_test_data/gpt-4o-mini_tokens_10000_shot_num_3/results.json
here	https://github.com/lupantech/ineqmath/blob/main/results/few_shot_results_test_data/gpt-4o-mini_tokens_10000_shot_num_3/raw
here	https://github.com/lupantech/ineqmath/blob/main/results/few_shot_results_test_data/gpt-4o-mini_tokens_10000_shot_num_3/raw/1.md
evaluation platform	https://huggingface.co/spaces/AI4Math/IneqMath-Leaderboard
the evaluation platform submission instructions	https://github.com/lupantech/ineqmath#submit-the-results-to-the-evaluation-platform
	https://github.com/lupantech/ineqmath#-other-experiments-on-ineqmath
	https://github.com/lupantech/ineqmath#taking-annotated-theorems-as-hints
paper	https://arxiv.org/abs/2506.07927
	https://github.com/lupantech/ineqmath#supported-llm-engines
OpenAI Models	https://platform.openai.com/docs/models
Test	https://github.com/lupantech/ineqmath/blob/main/models/scripts/run_test_data_openai.sh
Dev	https://github.com/lupantech/ineqmath/blob/main/models/scripts/run_dev_data_openai.sh
Anthropic Models	https://docs.anthropic.com/en/docs/about-claude/models/all-models
Test	https://github.com/lupantech/ineqmath/blob/main/scripts/run_test_data_anthropic.sh
Dev	https://github.com/lupantech/ineqmath/blob/main/scripts/run_dev_data_anthropic.sh
Gemini Models	https://ai.google.dev/gemini-api/docs/models
Test	https://github.com/lupantech/ineqmath/blob/main/scripts/run_test_data_gemini.sh
Dev	https://github.com/lupantech/ineqmath/blob/main/scripts/run_dev_data_gemini.sh
DeepSeek Models	https://api-docs.deepseek.com/quick_start/pricing
Test	https://github.com/lupantech/ineqmath/blob/main/scripts/run_test_data_deepseek.sh
Dev	https://github.com/lupantech/ineqmath/blob/main/scripts/run_dev_data_deepseek.sh
Grok Models	https://docs.x.ai/docs/models#models-and-pricing
Test	https://github.com/lupantech/ineqmath/blob/main/scripts/run_test_data_grok.sh
Dev	https://github.com/lupantech/ineqmath/blob/main/scripts/run_dev_data_grok.sh
TogetherAI Models	https://api.together.ai/models
Test	https://github.com/lupantech/ineqmath/blob/main/scripts/run_test_data_together.sh
Dev	https://github.com/lupantech/ineqmath/blob/main/scripts/run_dev_data_together.sh
vLLM Models	https://docs.vllm.ai/en/latest/models/supported_models.html
Test	https://github.com/lupantech/ineqmath/blob/main/scripts/run_test_data_vllm.sh
Dev	https://github.com/lupantech/ineqmath/blob/main/scripts/run_dev_data_vllm.sh
factory.py	https://github.com/lupantech/ineqmath/blob/main/models/engines/factory.py
	https://github.com/lupantech/ineqmath#-data-curation
	https://github.com/lupantech/ineqmath#informal-reformulation-of-inequality-proving
paper	https://arxiv.org/abs/2506.07927
example file	https://github.com/lupantech/ineqmath/blob/main/data_curation/data_reformulation/data/numina_sampled_example.json
AI-MO/NuminaMath-1.5	https://huggingface.co/datasets/AI-MO/NuminaMath-1.5
data/numina_sampled_example.json	https://github.com/lupantech/ineqmath/blob/main/data_curation/data_reformulation/data/numina_sampled_example.json
	https://github.com/lupantech/ineqmath#training-data-enhancement
example	https://github.com/lupantech/ineqmath/blob/main/data_curation/training_data_enhancement/enhanced_training_data/training_data_sampled_200/enhanced_data_training_data_sampled_200.json
OpenAI	https://platform.openai.com/docs/guides/model-optimization#fine-tune-a-model
example	https://github.com/lupantech/ineqmath/blob/main/data_curation/training_data_enhancement/enhanced_training_data/training_data_sampled_200/sft_data_training_data_sampled_200.jsonl
here	https://github.com/lupantech/ineqmath/blob/main/data_curation/training_data_enhancement/enhanced_training_data/training_data_sampled_200
this	https://github.com/lupantech/ineqmath/blob/main/data_curation/training_data_enhancement/enhanced_training_data/training_data_sampled_200/raw
here	https://github.com/lupantech/ineqmath/blob/main/data_curation/training_data_enhancement/enhanced_training_data/training_data_sampled_200/raw/1.md
	https://github.com/lupantech/ineqmath#-dataset-overview
	https://github.com/lupantech/ineqmath/blob/main/assets/dataset/theorem_category_pie_chart.png
	https://github.com/lupantech/ineqmath/blob/main/assets/dataset/dataset_comparison.png
	https://github.com/lupantech/ineqmath#-fine-grained-informal-judges
	https://github.com/lupantech/ineqmath/blob/main/assets/results_figures/confusion_matrix_judge_metrix.png
	https://github.com/lupantech/ineqmath/blob/main/assets/results_figures/table_judge_metrics.png
	https://github.com/lupantech/ineqmath#-evaluation-results
	https://github.com/lupantech/ineqmath#results-of-leading-llms
	https://github.com/lupantech/ineqmath/blob/main/assets/results_figures/key_results_figure.png
	https://github.com/lupantech/ineqmath#scaling-law-in-model-size
	https://github.com/lupantech/ineqmath/blob/main/assets/results_figures/scaling_law_model_size_answer_acc_log_all.png
	https://github.com/lupantech/ineqmath/blob/main/assets/results_figures/scaling_law_model_size_overall_acc_log_all.png
	https://github.com/lupantech/ineqmath#-in-depth-study
	https://github.com/lupantech/ineqmath#retrieving-relevant-theorems-as-hints
	https://github.com/lupantech/ineqmath/blob/main/assets/results_figures/theorem_as_hints.png
	https://github.com/lupantech/ineqmath#self-improvement-via-critic-as-feedback
	https://github.com/lupantech/ineqmath/blob/main/assets/results_figures/self_critic.png
	https://github.com/lupantech/ineqmath#-license
CC BY-SA 4.0	https://creativecommons.org/licenses/by-sa/4.0/
CC BY-SA 4.0	https://creativecommons.org/licenses/by-sa/4.0/
	https://github.com/lupantech/ineqmath#-citation
ineqmath.github.io/	https://ineqmath.github.io/
theorem-proving	https://github.com/topics/theorem-proving
inequality	https://github.com/topics/inequality
olympiad	https://github.com/topics/olympiad
llms	https://github.com/topics/llms
llm-as-a-judge	https://github.com/topics/llm-as-a-judge
math-reasoning	https://github.com/topics/math-reasoning
Readme	https://github.com/lupantech/ineqmath#readme-ov-file
MIT LICENSE	https://github.com/lupantech/ineqmath/blob/main/LICENSE
CC-BY-SA-4.0 LICENSE-DATA	https://github.com/lupantech/ineqmath/blob/main/LICENSE-DATA
Please reload this page	https://github.com/lupantech/ineqmath
Activity	https://github.com/lupantech/ineqmath/activity
10 forks	https://github.com/lupantech/ineqmath/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Flupantech%2Fineqmath&report=lupantech+%28user%29
Releases	https://github.com/lupantech/ineqmath/releases
Packages 0	https://github.com/users/lupantech/packages?repo_name=ineqmath
Please reload this page	https://github.com/lupantech/ineqmath
Please reload this page	https://github.com/lupantech/ineqmath
Contributors	https://github.com/lupantech/ineqmath/graphs/contributors
Please reload this page	https://github.com/lupantech/ineqmath
Python 80.2%	https://github.com/lupantech/ineqmath/search?l=python
Shell 19.8%	https://github.com/lupantech/ineqmath/search?l=shell
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Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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