How Do Large Language Models Acquire Factual Knowledge During Pretraining? Paper • 2406.11813 • Published Jun 17 • 30
From RAGs to rich parameters: Probing how language models utilize external knowledge over parametric information for factual queries Paper • 2406.12824 • Published Jun 18 • 20
Iterative Length-Regularized Direct Preference Optimization: A Case Study on Improving 7B Language Models to GPT-4 Level Paper • 2406.11817 • Published Jun 17 • 13
Read Anywhere Pointed: Layout-aware GUI Screen Reading with Tree-of-Lens Grounding Paper • 2406.19263 • Published Jun 27 • 9
SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation Paper • 2406.19215 • Published Jun 27 • 29
Scaling Synthetic Data Creation with 1,000,000,000 Personas Paper • 2406.20094 • Published Jun 28 • 95
MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention Paper • 2407.02490 • Published Jul 2 • 23
Is It Really Long Context if All You Need Is Retrieval? Towards Genuinely Difficult Long Context NLP Paper • 2407.00402 • Published Jun 29 • 22
Chain-of-Knowledge: Integrating Knowledge Reasoning into Large Language Models by Learning from Knowledge Graphs Paper • 2407.00653 • Published Jun 30 • 11
T-MAC: CPU Renaissance via Table Lookup for Low-Bit LLM Deployment on Edge Paper • 2407.00088 • Published Jun 25 • 10
Show Less, Instruct More: Enriching Prompts with Definitions and Guidelines for Zero-Shot NER Paper • 2407.01272 • Published Jul 1 • 8
To Forget or Not? Towards Practical Knowledge Unlearning for Large Language Models Paper • 2407.01920 • Published Jul 2 • 13
Agentless: Demystifying LLM-based Software Engineering Agents Paper • 2407.01489 • Published Jul 1 • 42
Summary of a Haystack: A Challenge to Long-Context LLMs and RAG Systems Paper • 2407.01370 • Published Jul 1 • 86
How do you know that? Teaching Generative Language Models to Reference Answers to Biomedical Questions Paper • 2407.05015 • Published Jul 6 • 4
SEED-Story: Multimodal Long Story Generation with Large Language Model Paper • 2407.08683 • Published Jul 11 • 22
Inference Performance Optimization for Large Language Models on CPUs Paper • 2407.07304 • Published Jul 10 • 52
Case2Code: Learning Inductive Reasoning with Synthetic Data Paper • 2407.12504 • Published Jul 17 • 7
Gemma 2: Improving Open Language Models at a Practical Size Paper • 2408.00118 • Published Jul 31 • 75
SciLitLLM: How to Adapt LLMs for Scientific Literature Understanding Paper • 2408.15545 • Published Aug 28 • 34