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https://proceedings.neurips.cc/paper/2017/hash/3f5ee243547dee91fbd053c1c4a845aa-Abstract.html | Transformer | Attention Is All You Need | https://arxiv.org/abs/1706.03762 | 2017-06-12 |
https://aclanthology.org/N19-1423 | BERT | BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding | https://arxiv.org/abs/1810.04805 | 2018-10-11 |
https://www.jmlr.org/papers/v21/20-074.html | T5 | Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer | https://arxiv.org/abs/1910.10683 | 2019-10-13 |
https://proceedings.neurips.cc/paper/2020/hash/1457c0d6bfcb4967418bfb8ac142f64a-Abstract.html | GPT-3 | Language Models are Few-Shot Learners | https://arxiv.org/abs/2005.14165 | 2020-05-28 |
https://openreview.net/forum?id=d7KBjmI3GmQ | MMLU | Measuring Massive Multitask Language Understanding | https://arxiv.org/abs/2009.03300 | 2020-09-07 |
https://openreview.net/forum?id=7Bywt2mQsCe | MATH | Measuring Mathematical Problem Solving With the MATH Dataset | https://arxiv.org/abs/2103.03874 | 2021-03-05 |
https://openreview.net/forum?id=sD93GOzH3i5 | APPS | Measuring Coding Challenge Competence With APPS | https://arxiv.org/abs/2105.09938 | 2021-05-20 |
null | Codex | Evaluating Large Language Models Trained on Code | https://arxiv.org/abs/2107.03374 | 2021-07-07 |
null | MBPP | Program Synthesis with Large Language Models | https://arxiv.org/abs/2108.07732 | 2021-08-16 |
https://openreview.net/forum?id=gEZrGCozdqR | FLAN | Finetuned Language Models Are Zero-Shot Learners | https://arxiv.org/abs/2109.01652 | 2021-09-03 |
null | GSM8K | Training Verifiers to Solve Math Word Problems | https://arxiv.org/abs/2110.14168 | 2021-10-27 |
https://openreview.net/forum?id=HBlx2idbkbq | Scratchpad | Show Your Work: Scratchpads for Intermediate Computation with Language Models | https://arxiv.org/abs/2112.00114 | 2021-11-30 |
null | WebGPT | WebGPT: Browser-assisted question-answering with human feedback | https://arxiv.org/abs/2112.09332 | 2021-12-17 |
https://openreview.net/forum?id=_VjQlMeSB_J | CoT | Chain-of-Thought Prompting Elicits Reasoning in Large Language Models | https://arxiv.org/abs/2201.11903 | 2022-01-28 |
https://openreview.net/forum?id=TG8KACxEON | InstructGPT | Training language models to follow instructions with human feedback | https://arxiv.org/abs/2203.02155 | 2022-03-04 |
https://openreview.net/forum?id=1PL1NIMMrw | Self-Consistency | Self-Consistency Improves Chain of Thought Reasoning in Language Models | https://arxiv.org/abs/2203.11171 | 2022-03-21 |
https://openreview.net/forum?id=_3ELRdg2sgI | STaR | STaR: Bootstrapping Reasoning With Reasoning | https://arxiv.org/abs/2203.14465 | 2022-03-28 |
https://www.jmlr.org/papers/v24/22-1144.html | PaLM | PaLM: Scaling Language Modeling with Pathways | https://arxiv.org/abs/2204.02311 | 2022-04-05 |
https://openreview.net/forum?id=e2TBb5y0yFf | Zero-shot-CoT | Large Language Models are Zero-Shot Reasoners | https://arxiv.org/abs/2205.11916 | 2022-05-24 |
https://openreview.net/forum?id=4D4TSJE6-K | null | Learning Math Reasoning from Self-Sampled Correct and Partially-Correct Solutions | https://arxiv.org/abs/2205.14318 | 2022-05-28 |
https://openreview.net/forum?id=yzkSU5zdwD | null | Emergent Abilities of Large Language Models | https://arxiv.org/abs/2206.07682 | 2022-06-15 |
https://openreview.net/forum?id=WE_vluYUL-X | ReAct | ReAct: Synergizing Reasoning and Acting in Language Models | https://arxiv.org/abs/2210.03629 | 2022-10-06 |
https://www.jmlr.org/papers/v25/23-0870.html | Flan | Scaling Instruction-Finetuned Language Models | https://arxiv.org/abs/2210.11416 | 2022-10-20 |
https://openreview.net/forum?id=uuUQraD4XX | LMSI | Large Language Models Can Self-Improve | https://arxiv.org/abs/2210.11610 | 2022-10-20 |
https://openreview.net/forum?id=19sGqVUxQw | null | Inverse scaling can become U-shaped | https://arxiv.org/abs/2211.02011 | 2022-11-03 |
https://openreview.net/forum?id=M1fd9Z00sj | PAL | PAL: Program-aided Language Models | https://arxiv.org/abs/2211.10435 | 2022-11-18 |
https://openreview.net/forum?id=YfZ4ZPt8zd | PoT | Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks | https://arxiv.org/abs/2211.12588 | 2022-11-22 |
https://aclanthology.org/2023.acl-long.754 | Self-Instruct | Self-Instruct: Aligning Language Models with Self-Generated Instructions | https://arxiv.org/abs/2212.10560 | 2022-12-20 |
https://openreview.net/forum?id=ZX4uS605XV | Flan | The Flan Collection: Designing Data and Methods for Effective Instruction Tuning | https://arxiv.org/abs/2301.13688 | 2023-01-31 |
https://openreview.net/forum?id=0XBuaxqEcG | PPOCoder | Execution-based Code Generation using Deep Reinforcement Learning | https://arxiv.org/abs/2301.13816 | 2023-01-31 |
https://openreview.net/forum?id=Yacmpz84TH | Toolformer | Toolformer: Language Models Can Teach Themselves to Use Tools | https://arxiv.org/abs/2302.04761 | 2023-02-09 |
https://openreview.net/forum?id=ix7rLVHXyY | PIE | Learning Performance-Improving Code Edits | https://arxiv.org/abs/2302.07867 | 2023-02-15 |
https://openreview.net/forum?id=Gj3zN9zs4v | LEVER | LEVER: Learning to Verify Language-to-Code Generation with Execution | https://arxiv.org/abs/2302.08468 | 2023-02-16 |
null | LLaMA | LLaMA: Open and Efficient Foundation Language Models | https://arxiv.org/abs/2302.13971 | 2023-02-27 |
null | GPT-4 | GPT-4 Technical Report | https://arxiv.org/abs/2303.08774 | 2023-03-15 |
https://openreview.net/forum?id=vAElhFcKW6 | Reflexion | Reflexion: Language Agents with Verbal Reinforcement Learning | https://arxiv.org/abs/2303.11366 | 2023-03-20 |
null | null | Sparks of Artificial General Intelligence: Early experiments with GPT-4 | https://arxiv.org/abs/2303.12712 | 2023-03-22 |
https://openreview.net/forum?id=xo3hI5MwvU | IFL | Improving Code Generation by Training with Natural Language Feedback | https://arxiv.org/abs/2303.16749 | 2023-03-28 |
https://openreview.net/forum?id=S37hOerQLB | Self-Refine | Self-Refine: Iterative Refinement with Self-Feedback | https://arxiv.org/abs/2303.17651 | 2023-03-30 |
null | AceCoder | AceCoder: Utilizing Existing Code to Enhance Code Generation | https://arxiv.org/abs/2303.17780 | 2023-03-31 |
null | Defects4J-NL2Fix | Towards Generating Functionally Correct Code Edits from Natural Language Issue Descriptions | https://arxiv.org/abs/2304.03816 | 2023-04-07 |
https://openreview.net/forum?id=KuPixIqPiq | Self-Debugging | Teaching Large Language Models to Self-Debug | https://arxiv.org/abs/2304.05128 | 2023-04-11 |
https://openreview.net/forum?id=CfXh93NDgH | WizardLM | WizardLM: Empowering Large Language Models to Follow Complex Instructions | https://arxiv.org/abs/2304.12244 | 2023-04-24 |
https://openreview.net/forum?id=1qvx610Cu7 | EvalPlus | Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation | https://arxiv.org/abs/2305.01210 | 2023-05-02 |
null | ToolCoder | ToolCoder: Teach Code Generation Models to use API search tools | https://arxiv.org/abs/2305.04032 | 2023-05-06 |
https://aclanthology.org/2023.acl-long.45 | Self-Edit | Self-Edit: Fault-Aware Code Editor for Code Generation | https://arxiv.org/abs/2305.04087 | 2023-05-06 |
https://openreview.net/forum?id=KoFOg41haE | StarCoder | StarCoder: may the source be with you! | https://arxiv.org/abs/2305.06161 | 2023-05-09 |
null | SCoT | Structured Chain-of-Thought Prompting for Code Generation | https://arxiv.org/abs/2305.06599 | 2023-05-11 |
null | PaLM 2 | PaLM 2 Technical Report | https://arxiv.org/abs/2305.10403 | 2023-05-17 |
https://openreview.net/forum?id=5Xc1ecxO1h | ToT | Tree of Thoughts: Deliberate Problem Solving with Large Language Models | https://arxiv.org/abs/2305.10601 | 2023-05-17 |
https://openreview.net/forum?id=Sx038qxjek | CRITIC | CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing | https://arxiv.org/abs/2305.11738 | 2023-05-19 |
https://openreview.net/forum?id=2prcotJejU | null | Prompting with Pseudo-Code Instructions | https://arxiv.org/abs/2305.11790 | 2023-05-19 |
https://aclanthology.org/2023.findings-acl.668 | null | Leveraging Training Data in Few-Shot Prompting for Numerical Reasoning | https://arxiv.org/abs/2305.18170 | 2023-05-29 |
https://openreview.net/forum?id=HPuSIXJaa9 | DPO | Direct Preference Optimization: Your Language Model is Secretly a Reward Model | https://arxiv.org/abs/2305.18290 | 2023-05-29 |
null | Code Prompting | Code Prompting: a Neural Symbolic Method for Complex Reasoning in Large Language Models | https://arxiv.org/abs/2305.18507 | 2023-05-29 |
https://openreview.net/forum?id=v8L0pN6EOi | PRM800K | Let's Verify Step by Step | https://arxiv.org/abs/2305.20050 | 2023-05-31 |
null | Orca | Orca: Progressive Learning from Complex Explanation Traces of GPT-4 | https://arxiv.org/abs/2306.02707 | 2023-06-05 |
https://openreview.net/forum?id=e1WgjvFGWp | buggy-HumanEval | Large Language Models of Code Fail at Completing Code with Potential Bugs | https://arxiv.org/abs/2306.03438 | 2023-06-06 |
https://openreview.net/forum?id=UnUwSIgK5W | WizardCoder | WizardCoder: Empowering Code Large Language Models with Evol-Instruct | https://arxiv.org/abs/2306.08568 | 2023-06-14 |
https://openreview.net/forum?id=y0GJXRungR | Self-Repair | Is Self-Repair a Silver Bullet for Code Generation? | https://arxiv.org/abs/2306.09896 | 2023-06-16 |
https://openreview.net/forum?id=hjYmsV6nXZ | RLTF | RLTF: Reinforcement Learning from Unit Test Feedback | https://arxiv.org/abs/2307.04349 | 2023-07-10 |
null | Llama 2 | Llama 2: Open Foundation and Fine-Tuned Chat Models | https://arxiv.org/abs/2307.09288 | 2023-07-18 |
https://openreview.net/forum?id=pTHfApDakA | SelfCheck | SelfCheck: Using LLMs to Zero-Shot Check Their Own Step-by-Step Reasoning | https://arxiv.org/abs/2308.00436 | 2023-08-01 |
null | null | Evaluating Instruction-Tuned Large Language Models on Code Comprehension and Generation | https://arxiv.org/abs/2308.01240 | 2023-08-02 |
null | null | Scaling Relationship on Learning Mathematical Reasoning with Large Language Models | https://arxiv.org/abs/2308.01825 | 2023-08-03 |
https://openreview.net/forum?id=mw1PWNSWZP | OctoPack | OctoPack: Instruction Tuning Code Large Language Models | https://arxiv.org/abs/2308.07124 | 2023-08-11 |
null | FOBAR | Forward-Backward Reasoning in Large Language Models for Mathematical Verification | https://arxiv.org/abs/2308.07758 | 2023-08-15 |
https://openreview.net/forum?id=c8McWs4Av0 | CSV | Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification | https://arxiv.org/abs/2308.07921 | 2023-08-15 |
null | CodeCoT | CodeCoT: Tackling Code Syntax Errors in CoT Reasoning for Code Generation | https://arxiv.org/abs/2308.08784 | 2023-08-17 |
https://openreview.net/forum?id=yLClGs770I | WizardMath | WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct | https://arxiv.org/abs/2308.09583 | 2023-08-18 |
https://ojs.aaai.org/index.php/AAAI/article/view/29720 | GoT | Graph of Thoughts: Solving Elaborate Problems with Large Language Models | https://arxiv.org/abs/2308.09687 | 2023-08-18 |
null | Code Llama | Code Llama: Open Foundation Models for Code | https://arxiv.org/abs/2308.12950 | 2023-08-24 |
https://openreview.net/forum?id=yLClGs770I | MAmmoTH | MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning | https://arxiv.org/abs/2309.05653 | 2023-09-11 |
null | null | Design of Chain-of-Thought in Math Problem Solving | https://arxiv.org/abs/2309.11054 | 2023-09-20 |
https://openreview.net/forum?id=AOJyfhWYHf | OpenChat | OpenChat: Advancing Open-source Language Models with Mixed-Quality Data | https://arxiv.org/abs/2309.11235 | 2023-09-20 |
null | SCREWS | SCREWS: A Modular Framework for Reasoning with Revisions | https://arxiv.org/abs/2309.13075 | 2023-09-20 |
https://openreview.net/forum?id=N8N0hgNDRt | MetaMath | MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models | https://arxiv.org/abs/2309.12284 | 2023-09-21 |
https://openreview.net/forum?id=d0A2pc2kFp | CodePlan | CodePlan: Repository-level Coding using LLMs and Planning | https://arxiv.org/abs/2309.12499 | 2023-09-21 |
null | 𝜇FiX | Test-Case-Driven Programming Understanding in Large Language Models for Better Code Generation | https://arxiv.org/abs/2309.16120 | 2023-09-28 |
null | Promptbreeder | Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution | https://arxiv.org/abs/2309.16797 | 2023-09-28 |
https://openreview.net/forum?id=Ep0TtjVoap | ToRA | ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving | https://arxiv.org/abs/2309.17452 | 2023-09-29 |
https://openreview.net/forum?id=IkmD3fKBPQ | null | Large Language Models Cannot Self-Correct Reasoning Yet | https://arxiv.org/abs/2310.01798 | 2023-10-03 |
null | STOP | Self-Taught Optimizer (STOP): Recursively Self-Improving Code Generation | https://arxiv.org/abs/2310.02304 | 2023-10-03 |
https://openreview.net/forum?id=sY5N0zY5Od | DSPy | DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines | https://arxiv.org/abs/2310.03714 | 2023-10-05 |
https://openreview.net/forum?id=z8TW0ttBPp | MathCoder | MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning | https://arxiv.org/abs/2310.03731 | 2023-10-05 |
null | null | The Program Testing Ability of Large Language Models for Code | https://arxiv.org/abs/2310.05727 | 2023-10-09 |
https://openreview.net/forum?id=hNhwSmtXRh | Lemur | Lemur: Harmonizing Natural Language and Code for Language Agents | https://arxiv.org/abs/2310.06830 | 2023-10-10 |
https://openreview.net/forum?id=vYhglxSj8j | CodeChain | CodeChain: Towards Modular Code Generation Through Chain of Self-revisions with Representative Sub-modules | https://arxiv.org/abs/2310.08992 | 2023-10-13 |
null | LAIL | Large Language Model-Aware In-Context Learning for Code Generation | https://arxiv.org/abs/2310.09748 | 2023-10-15 |
null | null | Improving Large Language Model Fine-tuning for Solving Math Problems | https://arxiv.org/abs/2310.10047 | 2023-10-16 |
https://openreview.net/forum?id=4WnqRR915j | Llemma | Llemma: An Open Language Model For Mathematics | https://arxiv.org/abs/2310.10631 | 2023-10-16 |
https://openreview.net/forum?id=hSyW5go0v8 | Self-RAG | Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection | https://arxiv.org/abs/2310.11511 | 2023-10-17 |
null | SkyMath | SkyMath: Technical Report | https://arxiv.org/abs/2310.16713 | 2023-10-25 |
https://openreview.net/forum?id=alxWMBcNVN | Personalised Distillation | Personalised Distillation: Empowering Open-Sourced LLMs with Adaptive Learning for Code Generation | https://arxiv.org/abs/2310.18628 | 2023-10-28 |
null | InstructCoder | InstructCoder: Instruction Tuning Large Language Models for Code Editing | https://arxiv.org/abs/2310.20329 | 2023-10-31 |
null | LEMA | Learning From Mistakes Makes LLM Better Reasoner | https://arxiv.org/abs/2310.20689 | 2023-10-31 |
null | ChatCoder | ChatCoder: Chat-based Refine Requirement Improves LLMs' Code Generation | https://arxiv.org/abs/2311.00272 | 2023-11-01 |
null | MFTCoder | MFTCoder: Boosting Code LLMs with Multitask Fine-Tuning | https://arxiv.org/abs/2311.02303 | 2023-11-04 |
null | DARE | Language Models are Super Mario: Absorbing Abilities from Homologous Models as a Free Lunch | https://arxiv.org/abs/2311.03099 | 2023-11-06 |
null | Orca 2 | Orca 2: Teaching Small Language Models How to Reason | https://arxiv.org/abs/2311.11045 | 2023-11-18 |
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