ACL

Probing Multimodal Large Language Models for Global and Local Semantic Representations

Mingxu Tao, Quzhe Huang, Kun Xu, Liwei Chen, Yansong Feng, Dongyan Zhao

Comments Accepted by LREC-COLING 2024 as a short paper. ACL Anthology URL: [https://aclanthology.org/2024.lrec-main.1142/]

Rich Semantic Knowledge Enhanced Large Language Models for Few-shot Chinese Spell Checking

Ming Dong, Yujing Chen, Miao Zhang, Hao Sun, Tingting He

Comments This paper is accepted by Findings of the Association for Computational Linguistics: ACL 2024

BoolQuestions: Does Dense Retrieval Understand Boolean Logic in Language?

Zongmeng Zhang, Jinhua Zhu, Wengang Zhou, Xiang Qi, Peng Zhang, Houqiang Li

Comments Findings of the Association for Computational Linguistics: EMNLP 2024

Journal ref In Findings of the Association for Computational Linguistics: EMNLP 2024, pages 2767-2779

Divide-or-Conquer? Which Part Should You Distill Your LLM?

Zhuofeng Wu, He Bai, Aonan Zhang, Jiatao Gu, VG Vinod Vydiswaran, Navdeep Jaitly, Yizhe Zhang

Comments Findings of the Association for Computational Linguistics: EMNLP 2024

Journal ref 2024.findings-emnlp.145

Multi-head Span-based Detector for AI-generated Fragments in Scientific Papers

German Gritsai, Ildar Khabutdinov, Andrey Grabovoy

Journal ref ACL, Proceedings of the Fourth Workshop on Scholarly Document Processing (SDP 2024), 2024, 220-225

Not Eliminate but Aggregate: Post-Hoc Control over Mixture-of-Experts to Address Shortcut Shifts in Natural Language Understanding

Ukyo Honda, Tatsushi Oka, Peinan Zhang, Masato Mita

Comments 21 pages, 5 figures (the layout differs from the MIT Press publication version)

Journal ref Transactions of the Association for Computational Linguistics (TACL), Vol 12 (2024), pages 1268-1289

Functionality learning through specification instructions

Pedro Henrique Luz de Araujo, Benjamin Roth

Comments 36 pages, 8 figures. Accepted at EMNLP 2024 Findings

Journal ref In Findings of the Association for Computational Linguistics: EMNLP 2024, pages 10955-10990, Miami, Florida, USA. Association for Computational Linguistics

Evaluating Creativity and Deception in Large Language Models: A Simulation Framework for Multi-Agent Balderdash

Parsa Hejabi, Elnaz Rahmati, Alireza S. Ziabari, Preni Golazizian, Jesse Thomason, Morteza Dehghani

Comments Accepted at Wordplay: When Language Meets Games @ ACL 2024

Estimating Agreement by Chance for Sequence Annotation

Diya Li, Carolyn Rosé, Ao Yuan, Chunxiao Zhou

Comments ACL 2024

On Context Utilization in Summarization with Large Language Models

Mathieu Ravaut, Aixin Sun, Nancy F. Chen, Shafiq Joty

Comments ACL 2024. 9 pages, 7 figures, 3 tables

Unsupervised Summarization Re-ranking

Mathieu Ravaut, Shafiq Joty, Nancy Chen

Comments 9 pages, 1 figure, 10 tables, 23 appendix pages, ACL Findings 2023

TaxoLLaMA: WordNet-based Model for Solving Multiple Lexical Semantic Tasks

Viktor Moskvoretskii, Ekaterina Neminova, Alina Lobanova, Alexander Panchenko, Irina Nikishina

Comments ACL Main 2024, 18 pages, 8 figures

Journal ref https://aclanthology.org/2024.acl-long.127

Plausible Extractive Rationalization through Semi-Supervised Entailment Signal

Wei Jie Yeo, Ranjan Satapathy, Erik Cambria

Comments ACL Findings 2024

DNA Language Model and Interpretable Graph Neural Network Identify Genes and Pathways Involved in Rare Diseases

Ali Saadat, Jacques Fellay

Journal ref ACL LangMol workshop (2024)

MYTE: Morphology-Driven Byte Encoding for Better and Fairer Multilingual Language Modeling

Tomasz Limisiewicz, Terra Blevins, Hila Gonen, Orevaoghene Ahia, Luke Zettlemoyer

Comments Published at ACL 2024

Incorporating Human Explanations for Robust Hate Speech Detection

Jennifer L. Chen, Faisal Ladhak, Daniel Li, Noémie Elhadad

Comments 2021 ACL Unimplicit Workshop

Causal Micro-Narratives

Mourad Heddaya, Qingcheng Zeng, Chenhao Tan, Rob Voigt, Alexander Zentefis

Comments Accepted to EMNLP 2024 Workshop on Narrative Understanding

Journal ref Proceedings of the The 6th Workshop on Narrative Understanding at EMNLP 2024, pages 67-84, Miami, Florida, USA. Association for Computational Linguistics

Learning from Implicit User Feedback, Emotions and Demographic Information in Task-Oriented and Document-Grounded Dialogues

Dominic Petrak, Thy Thy Tran, Iryna Gurevych

Comments Accepted and published in EMNLP 2024 Findings

Journal ref Findings of the Association for Computational Linguistics: EMNLP 2024, pages 4573 - 4603, Miami, Florida, USA

Transformers as Transducers

Lena Strobl, Dana Angluin, David Chiang, Jonathan Rawski, Ashish Sabharwal

Comments To appear in Transactions of the Association for Computational Linguistics

Tree-Averaging Algorithms for Ensemble-Based Unsupervised Discontinuous Constituency Parsing

Behzad Shayegh, Yuqiao Wen, Lili Mou

Journal ref 2024. In Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 15135-15156, Bangkok, Thailand. Association for Computational Linguistics

MT-Bench-101: A Fine-Grained Benchmark for Evaluating Large Language Models in Multi-Turn Dialogues

Ge Bai, Jie Liu, Xingyuan Bu, Yancheng He, Jiaheng Liu, Zhanhui Zhou, Zhuoran Lin, Wenbo Su, Tiezheng Ge, Bo Zheng, Wanli Ouyang

Comments [ACL 2024] The first three authors contribute equally, 34 pages, repo at https://github.com/mtbench101/mt-bench-101

Multi-modal Preference Alignment Remedies Degradation of Visual Instruction Tuning on Language Models

Shengzhi Li, Rongyu Lin, Shichao Pei

Comments Project code, model and data: https://github.com/findalexli/mllm-dpo

Journal ref Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 14188-14200, 2024

On the Impact of Calibration Data in Post-training Quantization and Pruning

Miles Williams, Nikolaos Aletras

Comments ACL 2024

Journal ref Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) (2024)

A LLM-Based Ranking Method for the Evaluation of Automatic Counter-Narrative Generation

Irune Zubiaga, Aitor Soroa, Rodrigo Agerri

Comments Accepted for Findings of the Association for Computational Linguistics: EMNLP 2024

CleaR: Towards Robust and Generalized Parameter-Efficient Fine-Tuning for Noisy Label Learning

Yeachan Kim, Junho Kim, SangKeun Lee

Comments Published at ACL 2024 Main Conference

CERET: Cost-Effective Extrinsic Refinement for Text Generation

Jason Cai, Hang Su, Monica Sunkara, Igor Shalyminov, Saab Mansour

Comments The source code and data samples are released at https://github.com/amazon-science/CERET-LLM-refine

Journal ref Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)

Generative Pre-trained Speech Language Model with Efficient Hierarchical Transformer

Yongxin Zhu, Dan Su, Liqiang He, Linli Xu, Dong Yu

Comments Accept in ACL2024-main

C2A: Client-Customized Adaptation for Parameter-Efficient Federated Learning

Yeachan Kim, Junho Kim, Wing-Lam Mok, Jun-Hyung Park, SangKeun Lee

Comments Published at Findings of ACL 2023

AutoDSL: Automated domain-specific language design for structural representation of procedures with constraints

Yu-Zhe Shi, Haofei Hou, Zhangqian Bi, Fanxu Meng, Xiang Wei, Lecheng Ruan, Qining Wang

Comments In Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) (ACL'24)

Journal ref In Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) 2024

LLMs for Targeted Sentiment in News Headlines: Exploring the Descriptive-Prescriptive Dilemma

Jana Juroš, Laura Majer, Jan Šnajder

Comments Presented at 14th Workshop on Computational Approaches to Subjectivity, Sentiment, & Social Media Analysis (WASSA) at ACL 2024