Small and Efficient Mathematical Reasoning LLMs
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Jan 27, 2024 - Python
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gsm8k
Here are 25 public repositories matching this topic...
[ACL 2023] Solving Math Word Problems via Cooperative Reasoning induced Language Models (LLMs + MCTS + Self-Improvement)
nlp acl mcts gpt language-model monte-carlo-tree-search bert reasoning deberta gpt-j math-word-problem gpt-j-6b llms chain-of-thought acl2023 gsm8k
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Dec 15, 2023 - Python
Reproducible Language Agent Research
react agent reasoning llm chain-of-thought chatgpt gsm8k program-of-thoughts tree-of-thoughts language-agent graph-of-thoughts doubao agent-leaderboard
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Jun 25, 2025 - Python
DICE: Detecting In-distribution Data Contamination with LLM's Internal State
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Sep 21, 2024 - Python
Short-CoT distilled GSM8K dataset generated with OpenAI gpt-oss-120b.
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Feb 19, 2026
GSM8K-Consistency is a benchmark database for analyzing the consistency of Arithmetic Reasoning on GSM8K.
prompt prompt-toolkit grade reasoning self-consistency mathematical-reasoning factual-consistency foundation-models large-language-models prompt-engineering arithmetic-reasoning gsm8k grade-school-math logical-consistency self-consistency-benchmark semantics-consistency prompt-perturbation arithmetic-consistency semantics-preserving-transformations semantics-similar
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Dec 31, 2023
An evaluation of prompting techniques (Zero-Shot CoT, Few-Shot, Self-Consistency) on the Mistral-7B model for mathematical reasoning. This project systematically benchmarks 7 distinct methods on the GSM8K dataset.
deep-learning university-project course-project zero-shot reasoning self-consistency few-shot majority-voting mathematical-reasoning huggingface-transformers large-language-models llm prompt-engineering chain-of-thought question-decomposition gsm8k chain-of-thought-reasoning llm-evaluation mistral-7b reasoning-language-models
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Nov 2, 2025 - Python
Multi-path reasoning with dynamic chains and consensus scoring for improved GSM8K benchmark performance.
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Feb 11, 2026 - Jupyter Notebook
Hard Reasoning Benchmark filtered with disagreement scores
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Feb 14, 2026 - Python
Nano R1 Model is an AI-driven reasoning model built using reinforcement learning techniques. It focuses on decision-making and adaptability in dynamic environments, utilizing state-of-the-art machine learning methods to improve over time. Developed with Python and hosted on Hugging Face.
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Jun 16, 2025
A minimal JEPA-based language model demonstrating latent-space reasoning on GSM8K using a single decoder-only Transformer.
deep-learning pytorch transformer research-project representation-learning language-model latent-space gsm8k jepa math-reasoning
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Feb 28, 2026 - Python
AlphaZero-style RL training for LLMs using MCTS on mathematical reasoning tasks (GSM8K). Student model explores reasoning paths guided by teacher ensembles and reward signals.
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Dec 2, 2025 - Python
AlphaZero-style RL training for LLMs using MCTS on mathematical reasoning tasks (GSM8K). Student model explores reasoning paths guided by teacher ensembles and reward signals.
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Dec 20, 2025 - Python
Transforming weak prompts into reasoning machines using Textual Gradients and AdalFlow. Runs on Colab.
transformers pytorch google-colab large-language-models llm prompt-engineering chain-of-thought generative-ai gsm8k prompt-optimization textual-gradients automated-prompt-engineering math-reasoning llm-autodiff adalflow
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Jan 28, 2026 - Python
Analysis of CoT and standard prompt techniques on the standard dataset (GSM8K, AQuA, SVAMP) is done using the PaLM (text-bison-001), LLAMA (Llama-2-7B-Chat-GPTQ), LLAMA (Llama-2-13B-Chat-GPTQ) language model.
natural-language-processing deep-learning gpu-computing llm prompting chain-of-thought gsm8k palm-api llama2 svamp
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Apr 23, 2024 - Jupyter Notebook
In this we finetune GPT-OSS-20B on OpenAI's gsm8k dataset
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Aug 23, 2025 - Jupyter Notebook
Comprehensive benchmarking framework for RLVR/RLHF libraries on GSM8K mathematical reasoning dataset
benchmark machine-learning reinforcement-learning deep-learning evaluation transformers llm rlhf gsm8k rlvr
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Oct 7, 2025 - Python
Developing an autonomous system for prompt selection for Large Language Models (LLMs), enhancing performance across tasks by balancing generality and specificity. This project automates diverse, high-quality prompt creation and selection, reducing manual intervention and maximizing LLM utility across applications.
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Dec 10, 2024 - Jupyter Notebook
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