Papers to Read
updated
JudgeLM: Fine-tuned Large Language Models are Scalable Judges
Paper
• 2310.17631
• Published
• 35
AgentTuning: Enabling Generalized Agent Abilities for LLMs
Paper
• 2310.12823
• Published
• 36
G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment
Paper
• 2303.16634
• Published
• 3
GPT-4 Doesn't Know It's Wrong: An Analysis of Iterative Prompting for
Reasoning Problems
Paper
• 2310.12397
• Published
• 1
Can Large Language Models Really Improve by Self-critiquing Their Own
Plans?
Paper
• 2310.08118
• Published
• 1
Reasoning with Language Model is Planning with World Model
Paper
• 2305.14992
• Published
• 4
Active Retrieval Augmented Generation
Paper
• 2305.06983
• Published
• 3
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
Paper
• 2005.11401
• Published
• 14
Chain-of-Verification Reduces Hallucination in Large Language Models
Paper
• 2309.11495
• Published
• 40
Progressive-Hint Prompting Improves Reasoning in Large Language Models
Paper
• 2304.09797
• Published
• 1
Complexity-Based Prompting for Multi-Step Reasoning
Paper
• 2210.00720
• Published
• 1
Reframing Instructional Prompts to GPTk's Language
Paper
• 2109.07830
• Published
• 1
Evaluating Large Language Models: A Comprehensive Survey
Paper
• 2310.19736
• Published
• 2
Improving Factuality and Reasoning in Language Models through Multiagent
Debate
Paper
• 2305.14325
• Published
• 2
Self-RAG: Learning to Retrieve, Generate, and Critique through
Self-Reflection
Paper
• 2310.11511
• Published
• 79
FrugalGPT: How to Use Large Language Models While Reducing Cost and
Improving Performance
Paper
• 2305.05176
• Published
• 7
RA-DIT: Retrieval-Augmented Dual Instruction Tuning
Paper
• 2310.01352
• Published
• 7
The Reversal Curse: LLMs trained on "A is B" fail to learn "B is A"
Paper
• 2309.12288
• Published
• 2
Rephrase and Respond: Let Large Language Models Ask Better Questions for
Themselves
Paper
• 2311.04205
• Published
• 5
LLMs cannot find reasoning errors, but can correct them!
Paper
• 2311.08516
• Published
• 1
Orca 2: Teaching Small Language Models How to Reason
Paper
• 2311.11045
• Published
• 77
Self-Discover: Large Language Models Self-Compose Reasoning Structures
Paper
• 2402.03620
• Published
• 117