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Collections including paper arxiv:2205.11916

LLM Reasoning Papers

improve reasoning capabilities of LLMs

Let's Verify Step by Step

Paper • 2305.20050 • Published May 31, 2023 • 9
LLM Critics Help Catch LLM Bugs

Paper • 2407.00215 • Published Jun 28
Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Paper • 2407.21787 • Published Jul 31 • 3
Generative Verifiers: Reward Modeling as Next-Token Prediction

Paper • 2408.15240 • Published Aug 27 • 13

LLM foundations

Mixture-of-Depths: Dynamically allocating compute in transformer-based language models

Paper • 2404.02258 • Published Apr 2 • 104
Textbooks Are All You Need

Paper • 2306.11644 • Published Jun 20, 2023 • 142
Jamba: A Hybrid Transformer-Mamba Language Model

Paper • 2403.19887 • Published Mar 28 • 104
Large Language Models Struggle to Learn Long-Tail Knowledge

Paper • 2211.08411 • Published Nov 15, 2022 • 3

🚀 Spinning Up in LLMs

Lost in the Middle: How Language Models Use Long Contexts

Paper • 2307.03172 • Published Jul 6, 2023 • 36
Efficient Estimation of Word Representations in Vector Space

Paper • 1301.3781 • Published Jan 16, 2013 • 6
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Paper • 1810.04805 • Published Oct 11, 2018 • 14
Attention Is All You Need

Paper • 1706.03762 • Published Jun 12, 2017 • 44

RA-DIT: Retrieval-Augmented Dual Instruction Tuning

Paper • 2310.01352 • Published Oct 2, 2023 • 7
Self-Consistency Improves Chain of Thought Reasoning in Language Models

Paper • 2203.11171 • Published Mar 21, 2022 • 1
MemGPT: Towards LLMs as Operating Systems

Paper • 2310.08560 • Published Oct 12, 2023 • 7
Take a Step Back: Evoking Reasoning via Abstraction in Large Language Models

Paper • 2310.06117 • Published Oct 9, 2023 • 3

Talking to Chatbots' papers collection

Collecting papers that I have commented on my website and social media, plus any others that I found interesting.

Technical Report: Large Language Models can Strategically Deceive their Users when Put Under Pressure

Paper • 2311.07590 • Published Nov 9, 2023 • 16
A Survey on Language Models for Code

Paper • 2311.07989 • Published Nov 14, 2023 • 21
Llamas Know What GPTs Don't Show: Surrogate Models for Confidence Estimation

Paper • 2311.08877 • Published Nov 15, 2023 • 6
A Challenger to GPT-4V? Early Explorations of Gemini in Visual Expertise

Paper • 2312.12436 • Published Dec 19, 2023 • 13

Branch-Solve-Merge Improves Large Language Model Evaluation and Generation

Paper • 2310.15123 • Published Oct 23, 2023 • 7
Let's Synthesize Step by Step: Iterative Dataset Synthesis with Large Language Models by Extrapolating Errors from Small Models

Paper • 2310.13671 • Published Oct 20, 2023 • 18
Self-Convinced Prompting: Few-Shot Question Answering with Repeated Introspection

Paper • 2310.05035 • Published Oct 8, 2023 • 1
Chain-of-Thought Reasoning is a Policy Improvement Operator

Paper • 2309.08589 • Published Sep 15, 2023 • 1

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