EMNLP - arXivDaily 期刊&会议

2402.13720 2024-10-16 cs.CL

Ouroboros: Generating Longer Drafts Phrase by Phrase for Faster Speculative Decoding

Weilin Zhao, Yuxiang Huang, Xu Han, Wang Xu, Chaojun Xiao, Xinrong Zhang, Yewei Fang, Kaihuo Zhang, Zhiyuan Liu, Maosong Sun

Comments EMNLP 2024

2402.00658 2024-10-16 cs.AI cs.CL

Learning Planning-based Reasoning by Trajectories Collection and Process Reward Synthesizing

Fangkai Jiao, Chengwei Qin, Zhengyuan Liu, Nancy F. Chen, Shafiq Joty

Comments 17 pages, 9 figures. EMNLP 2024

2410.10810 2024-10-15 cs.CL

Local and Global Decoding in Text Generation

Daniel Gareev, Thomas Hofmann, Ezhilmathi Krishnasamy, Tiago Pimentel

Comments Paper accepted in EMNLP 2024. Code is available in https://github.com/lowlypalace/global-decoding

2410.10614 2024-10-15 cs.CE cs.AI cs.CL q-fin.CP

Modeling News Interactions and Influence for Financial Market Prediction

Mengyu Wang, Shay B. Cohen, Tiejun Ma

Comments Accepted by EMNLP 2024

2410.10576 2024-10-15 cs.CL

Recipe for Zero-shot POS Tagging: Is It Useful in Realistic Scenarios?

Zeno Vandenbulcke, Lukas Vermeire, Miryam de Lhoneux

Comments To appear at the 4th Multilingual NLP workshop collocated with EMNLP 2024

2410.10542 2024-10-15 cs.CL cs.AI cs.IR cs.LG

Rethinking Legal Judgement Prediction in a Realistic Scenario in the Era of Large Language Models

Shubham Kumar Nigam, Aniket Deroy, Subhankar Maity, Arnab Bhattacharya

Comments Accepted on NLLP at EMNLP 2024

2410.10454 2024-10-15 cs.CV

Improve Meta-learning for Few-Shot Text Classification with All You Can Acquire from the Tasks

Xinyue Liu, Yunlong Gao, Linlin Zong, Bo Xu

Comments Accepted by EMNLP 2024 Findings

2410.10449 2024-10-15 cs.CL

QUITE: Quantifying Uncertainty in Natural Language Text in Bayesian Reasoning Scenarios

Timo Pierre Schrader, Lukas Lange, Simon Razniewski, Annemarie Friedrich

Comments accepted at EMNLP 2024 (main)

2410.10408 2024-10-15 cs.CL cs.IR

Medico: Towards Hallucination Detection and Correction with Multi-source Evidence Fusion

Xinping Zhao, Jindi Yu, Zhenyu Liu, Jifang Wang, Dongfang Li, Yibin Chen, Baotian Hu, Min Zhang

Comments 12 pages, 3 figures, 6 tables. Accepted by EMNLP 2024's demo track

2410.10372 2024-10-15 cs.CL cs.AI cs.IR cs.LG

BookWorm: A Dataset for Character Description and Analysis

Argyrios Papoudakis, Mirella Lapata, Frank Keller

Comments 30 pages, 2 figures, EMNLP 2024 Findings

2410.10278 2024-10-15 cs.CL

Machine Translation Evaluation Benchmark for Wu Chinese: Workflow and Analysis

Hongjian Yu, Yiming Shi, Zherui Zhou, Christopher Haberland

Comments EMNLP WMT 24 Open Language Data Initiative Shared Task

2410.10141 2024-10-15 cs.CL

Temperature-Centric Investigation of Speculative Decoding with Knowledge Distillation

Siru Ouyang, Shuohang Wang, Minhao Jiang, Ming Zhong, Donghan Yu, Jiawei Han, Yelong Shen

Comments EMNLP 2024 Findings

2410.10127 2024-10-15 cs.IR

MAIR: A Massive Benchmark for Evaluating Instructed Retrieval

Weiwei Sun, Zhengliang Shi, Jiulong Wu, Lingyong Yan, Xinyu Ma, Yiding Liu, Min Cao, Dawei Yin, Zhaochun Ren

Comments EMNLP 2024

2410.10093 2024-10-15 cs.CL cs.LG

How to Leverage Demonstration Data in Alignment for Large Language Model? A Self-Imitation Learning Perspective

Teng Xiao, Mingxiao Li, Yige Yuan, Huaisheng Zhu, Chao Cui, Vasant G Honavar

Comments EMNLP 2024 Main

2410.10054 2024-10-15 cs.CL

AlphaLoRA: Assigning LoRA Experts Based on Layer Training Quality

Peijun Qing, Chongyang Gao, Yefan Zhou, Xingjian Diao, Yaoqing Yang, Soroush Vosoughi

Comments The 2024 Conference on Empirical Methods in Natural Language Processing

2410.09652 2024-10-15 cs.CR cs.AI cs.CL cs.LG cs.NE

Survival of the Safest: Towards Secure Prompt Optimization through Interleaved Multi-Objective Evolution

Ankita Sinha, Wendi Cui, Kamalika Das, Jiaxin Zhang

Comments EMNLP 2024 Industry Track

2410.09554 2024-10-15 cs.LG cs.CL

Exploring space efficiency in a tree-based linear model for extreme multi-label classification

He-Zhe Lin, Cheng-Hung Liu, Chih-Jen Lin

Comments EMNLP 2024

2410.09329 2024-10-15 cs.AI cs.CL

Zero-shot Commonsense Reasoning over Machine Imagination

Hyuntae Park, Yeachan Kim, Jun-Hyung Park, SangKeun Lee

Comments 21 pages, 9 figures, EMNLP 2024 (Findings)

2410.09220 2024-10-15 cs.CL cs.CY cs.LG

M3Hop-CoT: Misogynous Meme Identification with Multimodal Multi-hop Chain-of-Thought

Gitanjali Kumari, Kirtan Jain, Asif Ekbal

Comments 34 Pages. Accepted in The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP 2024). Main Conference

2410.09079 2024-10-15 cs.CL cs.AI cs.LG

BIPEFT: Budget-Guided Iterative Search for Parameter Efficient Fine-Tuning of Large Pretrained Language Models

Aofei Chang, Jiaqi Wang, Han Liu, Parminder Bhatia, Cao Xiao, Ting Wang, Fenglong Ma

Comments Accepted to EMNLP 2024 (Findings)

2410.00508 2024-10-15 cs.CL cs.AI

FlipGuard: Defending Preference Alignment against Update Regression with Constrained Optimization

Mingye Zhu, Yi Liu, Quan Wang, Junbo Guo, Zhendong Mao

Comments Accepted by EMNLP 2024 Main track

2407.19669 2024-10-15 cs.CL cs.IR

mGTE: Generalized Long-Context Text Representation and Reranking Models for Multilingual Text Retrieval

Xin Zhang, Yanzhao Zhang, Dingkun Long, Wen Xie, Ziqi Dai, Jialong Tang, Huan Lin, Baosong Yang, Pengjun Xie, Fei Huang, Meishan Zhang, Wenjie Li, Min Zhang

Comments Camera-ready version of EMNLP 2024: Industry Track

2407.10920 2024-10-15 cs.CV cs.AI cs.CL

Benchmarking Vision Language Models for Cultural Understanding

Shravan Nayak, Kanishk Jain, Rabiul Awal, Siva Reddy, Sjoerd van Steenkiste, Lisa Anne Hendricks, Karolina Stańczak, Aishwarya Agrawal

Comments Accepted to EMNLP 2024 Main Conference

2407.09014 2024-10-15 cs.CL

CompAct: Compressing Retrieved Documents Actively for Question Answering

Chanwoong Yoon, Taewhoo Lee, Hyeon Hwang, Minbyul Jeong, Jaewoo Kang

Comments Accepted to the main conference at EMNLP 2024

2406.13233 2024-10-15 cs.AI

AdaMoE: Token-Adaptive Routing with Null Experts for Mixture-of-Experts Language Models

Zihao Zeng, Yibo Miao, Hongcheng Gao, Hao Zhang, Zhijie Deng

Comments Findings of EMNLP 2024

2406.12775 2024-10-15 cs.CL

Hopping Too Late: Exploring the Limitations of Large Language Models on Multi-Hop Queries

Eden Biran, Daniela Gottesman, Sohee Yang, Mor Geva, Amir Globerson

Comments Accepted at EMNLP 2024

2406.12608 2024-10-15 cs.CL cs.AI

Bridging Local Details and Global Context in Text-Attributed Graphs

Yaoke Wang, Yun Zhu, Wenqiao Zhang, Yueting Zhuang, Yunfei Li, Siliang Tang

Comments Accepted by EMNLP 2024(Main)

2404.12318 2024-10-15 cs.CL

Reuse Your Rewards: Reward Model Transfer for Zero-Shot Cross-Lingual Alignment

Zhaofeng Wu, Ananth Balashankar, Yoon Kim, Jacob Eisenstein, Ahmad Beirami

Comments EMNLP 2024

2403.16504 2024-10-15 cs.CL cs.IR

LARA: Linguistic-Adaptive Retrieval-Augmentation for Multi-Turn Intent Classification

Junhua Liu, Yong Keat Tan, Bin Fu, Kwan Hui Lim

Comments Accepted to EMNLP'24

2403.11747 2024-10-15 cs.CL

Embedded Named Entity Recognition using Probing Classifiers

Nicholas Popovič, Michael Färber

Comments EMNLP 2024 (main)