"llm" Papers

10 papers found

Filters:llmClear all

Correctness-Guaranteed Code Generation via Constrained Decoding

Lingxiao Li, salar rahili, Yiwei Zhao

COLM 2025paperarXiv:2508.15866
2
citations

FacTool: Factuality Detection in Generative AI -- A Tool Augmented Framework for Multi-Task and Multi-Domain Scenarios

Ethan Chern, Steffi Chern, Shiqi Chen et al.

COLM 2025paperarXiv:2307.13528
276
citations

FineWeb2: One Pipeline to Scale Them All — Adapting Pre-Training Data Processing to Every Language

Guilherme Penedo, Hynek Kydlíček, Vinko Sabolčec et al.

COLM 2025paperarXiv:2506.20920
48
citations

Improving Table Understanding with LLMs and Entity-Oriented Search

Thi-Nhung Nguyen, Hoang Ngo, Dinh Phung et al.

COLM 2025paper

KVSink: Understanding and Enhancing the Preservation of Attention Sinks in KV Cache Quantization for LLMs

Zunhai Su, Kehong Yuan

COLM 2025paperarXiv:2508.04257
8
citations

Sharpe Ratio-Guided Active Learning for Preference Optimization in RLHF

Syrine Belakaria, Joshua Kazdan, Charles Marx et al.

COLM 2025paperarXiv:2503.22137
2
citations

Spike No More: Stabilizing the Pre-training of Large Language Models

Sho Takase, Shun Kiyono, Sosuke Kobayashi et al.

COLM 2025paperarXiv:2312.16903
31
citations

Streaming DiLoCo with overlapping communication

Arthur Douillard, Yani Donchev, J Keith Rush et al.

COLM 2025paperarXiv:2501.18512
20
citations

Truth-value judgment in language models: ‘truth directions’ are context sensitive

Stefan F. Schouten, Peter Bloem, Ilia Markov et al.

COLM 2025paper

Yourbench: Dynamic Evaluation Set Generation with LLMs

Sumuk Shashidhar, Clémentine Fourrier, Alina Lozovskaya et al.

COLM 2025paper