EMNLP - arXivDaily 期刊&会议

2410.00179 2024-10-03 cs.CL cs.LG

Evaluating the fairness of task-adaptive pretraining on unlabeled test data before few-shot text classification

Kush Dubey

Comments To appear in the GenBench Workshop at EMNLP 2024

2409.19541 2024-10-03 cs.CL cs.AI

Unlabeled Debiasing in Downstream Tasks via Class-wise Low Variance Regularization

Shahed Masoudian, Markus Frohmann, Navid Rekabsaz, Markus Schedl

Comments Accepted to EMNLP 2024

2409.16911 2024-10-03 cs.CL

Pruning Multilingual Large Language Models for Multilingual Inference

Hwichan Kim, Jun Suzuki, Tosho Hirasawa, Mamoru Komachi

Comments Accepted at EMNLP 2024 Findings

2409.13621 2024-10-03 cs.CL cs.AI cs.IR

Advancing Event Causality Identification via Heuristic Semantic Dependency Inquiry Network

Haoran Li, Qiang Gao, Hongmei Wu, Li Huang

Comments EMNLP 2024 camera-ready version. Code is released at https://github.com/hrlics/SemDI

2409.13266 2024-10-03 cs.CL

Unsupervised Domain Adaptation for Keyphrase Generation using Citation Contexts

Florian Boudin, Akiko Aizawa

Comments Accepted at EMNLP 2024 Findings

2409.05152 2024-10-03 cs.CL cs.AI cs.DB cs.IR cs.LG

OneGen: Efficient One-Pass Unified Generation and Retrieval for LLMs

Jintian Zhang, Cheng Peng, Mengshu Sun, Xiang Chen, Lei Liang, Zhiqiang Zhang, Jun Zhou, Huajun Chen, Ningyu Zhang

Comments EMNLP 2024 Findings; code is available at https://github.com/zjunlp/OneGen

2407.04721 2024-10-03 cs.CL cs.ET

AgriLLM: Harnessing Transformers for Farmer Queries

Krish Didwania, Pratinav Seth, Aditya Kasliwal, Amit Agarwal

Comments Accepted at the 3rd Workshop on NLP for Positive Impact @ EMNLP . Also Accepted at Undergraduate Consortium at KDD 2024 (KDD-UC)

2407.02996 2024-10-03 cs.CL cs.AI

Are Large Language Models Consistent over Value-laden Questions?

Jared Moore, Tanvi Deshpande, Diyi Yang

Comments 9 pages, 10 figures, In Findings of EMNLP 2024

2407.02118 2024-10-03 cs.CL

Breaking Language Barriers: Cross-Lingual Continual Pre-Training at Scale

Wenzhen Zheng, Wenbo Pan, Xu Xu, Libo Qin, Li Yue, Ming Zhou

Comments 8 pages. Accepted at EMNLP 2024

2406.19371 2024-10-03 cs.CL

Suri: Multi-constraint Instruction Following for Long-form Text Generation

Chau Minh Pham, Simeng Sun, Mohit Iyyer

Comments Accepted to EMNLP'24 (Findings)

2406.19232 2024-10-03 cs.CL

RuBLiMP: Russian Benchmark of Linguistic Minimal Pairs

Ekaterina Taktasheva, Maxim Bazhukov, Kirill Koncha, Alena Fenogenova, Ekaterina Artemova, Vladislav Mikhailov

Comments to appear in EMNLP 2024 (main)

2406.12639 2024-10-03 cs.CL cs.AI

Ask-before-Plan: Proactive Language Agents for Real-World Planning

Xuan Zhang, Yang Deng, Zifeng Ren, See-Kiong Ng, Tat-Seng Chua

Comments Accepted by EMNLP 2024 Findings

2406.12420 2024-10-03 cs.CL cs.LG

MMUTF: Multimodal Multimedia Event Argument Extraction with Unified Template Filling

Philipp Seeberger, Dominik Wagner, Korbinian Riedhammer

Comments Accepted to Findings of EMNLP 2024

2406.12335 2024-10-03 cs.CL cs.LG

Attention Score is not All You Need for Token Importance Indicator in KV Cache Reduction: Value Also Matters

Zhiyu Guo, Hidetaka Kamigaito, Taro Watanabe

Comments Accepted at EMNLP 2024 (Main)

2405.17830 2024-10-03 cs.CL

More Than Catastrophic Forgetting: Integrating General Capabilities For Domain-Specific LLMs

Chengyuan Liu, Yangyang Kang, Shihang Wang, Lizhi Qing, Fubang Zhao, Changlong Sun, Kun Kuang, Fei Wu

Comments Accepted by EMNLP 2024

2404.03868 2024-10-03 cs.CL cs.AI cs.LG

Extract, Define, Canonicalize: An LLM-based Framework for Knowledge Graph Construction

Bowen Zhang, Harold Soh

Comments 18 pages, 3 figures, Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing

2402.16508 2024-10-03 cs.CL cs.IR

Pre-training Cross-lingual Open Domain Question Answering with Large-scale Synthetic Supervision

Fan Jiang, Tom Drummond, Trevor Cohn

Comments EMNLP 2024 Main

2304.03347 2024-10-03 cs.CL

Towards Interpretable Mental Health Analysis with Large Language Models

Kailai Yang, Shaoxiong Ji, Tianlin Zhang, Qianqian Xie, Ziyan Kuang, Sophia Ananiadou

Comments Accepted by EMNLP 2023 main conference as a long paper

2410.00857 2024-10-02 cs.CL

Quantifying reliance on external information over parametric knowledge during Retrieval Augmented Generation (RAG) using mechanistic analysis

Reshmi Ghosh, Rahul Seetharaman, Hitesh Wadhwa, Somyaa Aggarwal, Samyadeep Basu, Soundararajan Srinivasan, Wenlong Zhao, Shreyas Chaudhari, Ehsan Aghazadeh

Comments Accepted to Blackbox NLP @ EMNLP 2024

2410.00751 2024-10-02 cs.CL

Thinking Outside of the Differential Privacy Box: A Case Study in Text Privatization with Language Model Prompting

Stephen Meisenbacher, Florian Matthes

Comments 10 pages, 3 tables, Accepted to EMNLP 2024 (Main)

2410.00593 2024-10-02 cs.CL

Style-Specific Neurons for Steering LLMs in Text Style Transfer

Wen Lai, Viktor Hangya, Alexander Fraser

Comments Accepted at EMNLP 2024 main conference. The code is publicly available at https://github.com/wenlai-lavine/sNeuron-TST

2410.00558 2024-10-02 cs.CL cs.AI cs.SE

AMR-Evol: Adaptive Modular Response Evolution Elicits Better Knowledge Distillation for Large Language Models in Code Generation

Ziyang Luo, Xin Li, Hongzhan Lin, Jing Ma, Lidong Bing

Comments EMNLP 2024

2410.00513 2024-10-02 cs.CL cs.AI

Cross-lingual Back-Parsing: Utterance Synthesis from Meaning Representation for Zero-Resource Semantic Parsing

Deokhyung Kang, Seonjeong Hwang, Yunsu Kim, Gary Geunbae Lee

Comments Accepted to EMNLP 2024

2410.00502 2024-10-02 cs.CL cs.AI cs.LG

Multi-Target Cross-Lingual Summarization: a novel task and a language-neutral approach

Diogo Pernes, Gonçalo M. Correia, Afonso Mendes

Comments Accepted to EMNLP 2024 (Findings)

2410.00423 2024-10-02 cs.CL

Are LLMs Aware that Some Questions are not Open-ended?

Dongjie Yang, Hai Zhao

Comments Accepted by EMNLP 2024

2410.00334 2024-10-02 cs.CL cs.AI

Preserving Generalization of Language models in Few-shot Continual Relation Extraction

Quyen Tran, Nguyen Xuan Thanh, Nguyen Hoang Anh, Nam Le Hai, Trung Le, Linh Van Ngo, Thien Huu Nguyen

Comments Accepted to EMNLP 2024

2410.00316 2024-10-02 cs.CL cs.AI cs.HC cs.SD eess.AS

EmoKnob: Enhance Voice Cloning with Fine-Grained Emotion Control

Haozhe Chen, Run Chen, Julia Hirschberg

Comments EMNLP 2024 Main

2409.19898 2024-10-02 cs.CL cs.AI

UniSumEval: Towards Unified, Fine-Grained, Multi-Dimensional Summarization Evaluation for LLMs

Yuho Lee, Taewon Yun, Jason Cai, Hang Su, Hwanjun Song

Comments Accepted at EMNLP-Findings 2024

2409.15868 2024-10-02 cs.CL cs.LG

Privacy Evaluation Benchmarks for NLP Models

Wei Huang, Yinggui Wang, Cen Chen

Comments Findings of EMNLP 2024

2409.09009 2024-10-02 cs.CL

Optimizing Rare Word Accuracy in Direct Speech Translation with a Retrieval-and-Demonstration Approach

Siqi Li, Danni Liu, Jan Niehues

Comments EMNLP 2024