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Awesome-LLM-Reasoning
Reasoning in Large Language Models: Papers and Resources, including Chain-of-Thought, Instruction-Tuning and Multimodality.
https://github.com/atfortes/Awesome-LLM-Reasoning
Last synced: 2 days ago
JSON representation
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Analysis
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- [Paper - upenn/llm_token_bias)], 2024.6
- [Project
- [Paper
- [Paper - emergent-phenomena-in.html)], 2022.6
- [Paper - Bench-Hard)], 2022.10
- [Paper - osu/Understanding-CoT)], 2022.12
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper - unfaithfulness)], 2023.5
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper - osu/iterprompt)]
- [Paper
- [Paper
- [Paper
- [Paper - plan-benchmark)], 2022.6
- [Paper - solving-quantitative-reasoning.html)], 2022.6
- [Paper
- [Project
- [Paper
- [Paper
- [Paper
- [Paper - research/auto-cot)], 2022.10
- [Project - synergizing-reasoning-and-acting.html)], 2022.10
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Project - machines/pal)], 2022.11
- [Paper
- [Paper - of-thoughts)], 2022.11
- [Paper
- [Paper
- [Paper - NLP/retriever-lm-reasoning)], 2022.12
- [Paper - Verification)], 2022.12
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper - cot)], 2023.2
- [Paper - cot)], 2023.2
- [Paper
- [Paper - of-thought-llm)], 2023.5
- [Paper - ISA)], 2023.05
- [Paper
- [Paper
- [Paper - lee/RoT)] [[Poster](https://soochanlee.com/img/rot/rot_poster.pdf)], 2023.6
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper - LLM)], 2023.10
- [Paper
- [Paper - NLP-SG/contrastive-cot)], 2023.11
- [Paper
- [Paper - lm)], 2023.5
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper - of-thought-llm)], 2024.6
- [Paper
- [Paper
- [Blog
- [Paper - zhao/LoT)], 2023.9
- [Paper
- [Paper - models-perform-reasoning-via.html)], 2022.1
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper
- [Paper - TAMP)], 2024.3
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<h3 id="lm">Scaling Smaller Language Models to Reason<h3/>
- [Paper
- [Paper
- [Paper
- [Project
- [Project
- [Blog
- [Project - CAIR/MiniGPT-4)], 2023.4
- [Paper
- [Paper
- [Paper
- [Paper - gpt.github.io/)], 2023.7
- [Paper
- [Paper - stanford/med-flamingo)], 2023.7
- [Paper - VL)], 2023.8
- [Paper
- [Paper
- [Paper
- [Project - iep)], 2017.5
- [Paper
- [Paper
- [Project - vid.github.io/#video-demos)], 2023.10
- ARO
- OK-VQA
- A-OKVQA - based visual question answering benchmark.
- NExT-QA
- GQA - world images.
- VQA
- VQAv2
- TAG
- Bongard-HOI - object interactions (HOIs) from natural images.
- ARC - like form of general fluid intelligence.
- [Project - liu/LLaVA)], 2023.10
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<h3 id="mllm">🧠 Multimodal Reasoning in Large Language Models<h3/>
- [Paper - science/mm-cot)], 2023.2
- [Paper
- ARB - bench](https://doi.org/10.48550/arXiv.2206.04615) / [AGIEval](https://arxiv.org/abs/2304.06364) / [ALERT](https://arxiv.org/abs/2212.08286) / [CONDAQA](https://arxiv.org/abs/2211.00295) / [SCAN](https://arxiv.org/abs/1711.00350) / [WikiWhy](https://arxiv.org/abs/2210.12152) |
- [Project
- [Project
- here
- [Project - Hu/VisualSketchpad)], 2024.6
- [Project - REACT)] [[Demo](https://huggingface.co/spaces/microsoft-cognitive-service/mm-react)], 2023.3
- [Project - llm)], 2023.4
- [Paper
- [Paper - portal/Link-Context-Learning)], 2023.8
- [Paper
- [Paper
- GSM8K - main.168) / [ASDiv](https://aclanthology.org/2020.acl-main.92/) / [AQuA](https://aclanthology.org/P17-1015/) / [MAWPS](https://aclanthology.org/N16-1136/) / [AddSub](https://aclanthology.org/D14-1058/) / [MultiArith](https://aclanthology.org/D15-1202/) / [SingleEq](https://aclanthology.org/Q15-1042/) / [SingleOp]( https://doi.org/10.1162/tacl_a_00118) / [Lila](https://arxiv.org/abs/2210.17517) |
- CommonsenseQA
- ReClor
- SCIENCEQA - VQA](https://arxiv.org/abs/1906.00067) / [A-OKVQA](https://arxiv.org/abs/2206.01718) / [NExT-QA](https://arxiv.org/abs/2105.08276) / [GQA](https://arxiv.org/abs/1902.09506) / [VQA](https://arxiv.org/abs/1505.00468) / [VQAv2](https://arxiv.org/abs/1612.00837) / [TAG](https://arxiv.org/abs/2208.01813) / [Bongard-HOI](https://arxiv.org/abs/2205.13803) / [ARC](https://arxiv.org/abs/1911.01547) |
- [Project - research/google-research/tree/master/socraticmodels)], 2022.4
- [Paper - chatgpt)], 2023.3
- [Project - columbia/viper)], 2023.3
- [Paper
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<h3 id="lm">🤏 Scaling Smaller Language Models to Reason<h3/>
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Other Useful Resources
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<h3 id="mllm">🧠 Multimodal Reasoning in Large Language Models<h3/>
- Chain-of-Thought Hub - of-thought prompting.
- ThoughtSource - of-thought reasoning in large language models.
- CoTEVer
- AgentChain
- Cascades - inference, and more.
- LogiTorch - based library for logical reasoning on natural language.
- Promptify
- MiniChain
- LlamaIndex
- EasyInstruct - 3 in research experiments.
- salesforce/LAVIS - stop Library for Language-Vision Intelligence.
- LLM Reasoners
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Other Awesome Lists
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<h3 id="mllm">🧠 Multimodal Reasoning in Large Language Models<h3/>
- Awesome-Controllable-Generation
- Chain-of-ThoughtsPapers - of-Thought Prompting Elicits Reasoning in Large Language Models".
- LM-reasoning
- Prompt4ReasoningPapers
- ReasoningNLP
- Awesome-LLM
- Awesome LLM Self-Consistency - consistency in Large Language Models.
- Deep-Reasoning-Papers - Symbolic Reasoning, Logical Reasoning, and Visual Reasoning.
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Survey
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Star History
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Contributors
- ![Star History Chart - history.com/#atfortes/LLM-Reasoning-Papers&Date)
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<h3 id="lm">Scaling Smaller Language Models to Reason<h3/>
- ![Star History Chart - history.com/#atfortes/Awesome-LLM-Reasoning&Timeline)
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Programming Languages
Sub Categories
Keywords
reasoning
7
gpt-3
7
large-language-models
6
chain-of-thought
6
chatgpt
6
natural-language-processing
5
machine-learning
4
llm
4
prompt-engineering
3
artificial-intelligence
3
in-context-learning
3
nlp
2
symbolic-reasoning
2
gpt-4
2
logical-reasoning
2
stable-diffusion
2
prompting
2
multimodal
2
prompt
2
prompt-learning
2
dataset
2
paper-list
2
language-models
2
framework
1
fine-tuning
1
llamaindex
1
data
1
rag
1
application
1
vector-database
1
api
1
easyinstruct
1
gpt
1
instructions
1
knowlm
1
llama
1
pypy-library
1
python
1
tool
1
consistency-models
1
controlnet
1
few-shot-learning
1
gpt-3-5-turbo
1
natural-language-generation
1
reasoning-machine
1
question-answering
1
blip
1
langchain
1
nlproc
1
whisper
1