EMNLP 2024

2,910 papers

NCPrompt: NSP-Based Prompt Learning and Contrastive Learning for Implicit Discourse Relation Recognition

Yuetong Rong, Yijun Mo

BSharedRAG: Backbone Shared Retrieval-Augmented Generation for the E-commerce Domain

Kaisi Guan, Qian Cao, Yuchong Sun, Xiting Wang, Ruihua Song

Guided Knowledge Generation with Language Models for Commonsense Reasoning

Xiao Wei, Haoran Chen, Hang Yu, Hao Fei, Qian Liu

LLM-A*: Large Language Model Enhanced Incremental Heuristic Search on Path Planning

Silin Meng, Yiwei Wang, Cheng-Fu Yang, Nanyun Peng, Kai-Wei Chang

Can CLIP Count Stars? An Empirical Study on Quantity Bias in CLIP

Zeliang Zhang, Zhuo Liu, Mingqian Feng, Chenliang Xu

Employing Glyphic Information for Chinese Event Extraction with Vision-Language Model

Xiaoyi Bao, Jinghang Gu, Zhongqing Wang, Minjie Qiang, Chu-Ren Huang

OffsetBias: Leveraging Debiased Data for Tuning Evaluators

Junsoo Park, Seungyeon Jwa, Ren Meiying, Daeyoung Kim, Sanghyuk Choi

Negating Negatives: Alignment with Human Negative Samples via Distributional Dispreference Optimization

Shitong Duan, Xiaoyuan Yi, Peng Zhang, Yan Liu, Zheng Liu

Introducing Compiler Semantics into Large Language Models as Programming Language Translators: A Case Study of C to x86 Assembly

Shuoming Zhang, Jiacheng Zhao, Chunwei Xia, Zheng Wang, Yunji Chen

API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access

Jiayuan Su, Jing Luo, Hongwei Wang, Lu Cheng

Devil’s Advocate: Anticipatory Reflection for LLM Agents

Haoyu Wang, Tao Li, Zhiwei Deng, Dan Roth, Yang Li

SpeciaLex: A Benchmark for In-Context Specialized Lexicon Learning

Joseph Marvin Imperial, Harish Tayyar Madabushi

Make Large Language Model a Better Ranker

Wen-Shuo Chao, Zhi Zheng, Hengshu Zhu, Hao Liu

BASES: Large-scale Web Search User Simulation with Large Language Model based Agents

Ruiyang Ren, Peng Qiu, Yingqi Qu, Jing Liu, Wayne Xin Zhao

RaFe: Ranking Feedback Improves Query Rewriting for RAG

Shengyu Mao, Yong Jiang, Boli Chen, Xiao Li, Peng Wang

LongGenBench: Long-context Generation Benchmark

Xiang Liu, Peijie Dong, Xuming Hu, Xiaowen Chu

Temporal Cognitive Tree: A Hierarchical Modeling Approach for Event Temporal Relation Extraction

Wanting Ning, Lishuang Li, Xueyang Qin, Yubo Feng, Jingyao Tang

Can LLMs Learn From Mistakes? An Empirical Study on Reasoning Tasks

Shengnan An, Zexiong Ma, Siqi Cai, Zeqi Lin, Nanning Zheng

What Would Happen Next? Predicting Consequences from An Event Causality Graph

Chuanhong Zhan, Wei Xiang, Liang Chao, Bang Wang

Preserving Pre-trained Representation Space: On Effectiveness of Prefix-tuning for Large Multi-modal Models

Donghoon Kim, Gusang Lee, Kyuhong Shim, Byonghyo Shim

Enabling Discriminative Reasoning in LLMs for Legal Judgment Prediction

Chenlong Deng, Kelong Mao, Yuyao Zhang, Zhicheng Dou

MMCode: Benchmarking Multimodal Large Language Models for Code Generation with Visually Rich Programming Problems

Kaixin Li, Yuchen Tian, Qisheng Hu, Ziyang Luo, Zhiyong Huang

RAG-Studio: Towards In-Domain Adaptation of Retrieval Augmented Generation Through Self-Alignment

Kelong Mao, Zheng Liu, Hongjin Qian, Fengran Mo, Chenlong Deng

Editing Conceptual Knowledge for Large Language Models

Xiaohan Wang, Shengyu Mao, Shumin Deng, Yunzhi Yao, Yue Shen

LLM-supertagger: Categorial Grammar Supertagging via Large Language Models

Jinman Zhao, Gerald Penn

Learning to Route for Dynamic Adapter Composition in Continual Learning with Language Models

Vladimir Araujo, Marie-Francine Moens, Tinne Tuytelaars

Symbolic Prompt Program Search: A Structure-Aware Approach to Efficient Compile-Time Prompt Optimization

Tobias Schnabel, Jennifer Neville

MalayMMLU: A Multitask Benchmark for the Low-Resource Malay Language

Soon Chang Poh, Sze Jue Yang, Jeraelyn Ming Li Tan, Lawrence Leroy Tze Yao Chieng, Jia Xuan Tan

DocEE-zh: A Fine-grained Benchmark for Chinese Document-level Event Extraction

Minghui Liu, Meihan Tong, Yangda Peng, Lei Hou, Juanzi Li

SMILE: Single-turn to Multi-turn Inclusive Language Expansion via ChatGPT for Mental Health Support

Huachuan Qiu, Hongliang He, SHUAI ZHANG, Anqi Li, Zhenzhong Lan

Unsupervised Domain Adaptation for Keyphrase Generation using Citation Contexts

Florian Boudin, Akiko Aizawa

Reformatted Alignment

Run-Ze Fan, Xuefeng Li, Haoyang Zou, Junlong Li, Shwai He

Few shot chain-of-thought driven reasoning to prompt LLMs for open-ended medical question answering

Saeel Sandeep Nachane, Ojas Gramopadhye, Prateek Chanda, Ganesh Ramakrishnan, Kshitij Sharad Jadhav

An Open-Source Data Contamination Report for Large Language Models

Yucheng Li, Yunhao Guo, Frank Guerin, Chenghua Lin

Granularity is crucial when applying differential privacy to text: An investigation for neural machine translation

Doan Nam Long Vu, Timour Igamberdiev, Ivan Habernal

Axis Tour: Word Tour Determines the Order of Axes in ICA-transformed Embeddings

Hiroaki Yamagiwa, Yusuke Takase, Hidetoshi Shimodaira

TransLLaMa: LLM-based Simultaneous Translation System

Roman Koshkin, Katsuhito Sudoh, Satoshi Nakamura

Can Large Language Models Identify Authorship?

Baixiang Huang, Canyu Chen, Kai Shu

Walia-LLM: Enhancing Amharic-LLaMA by Integrating Task-Specific and Generative Datasets

Israel Abebe Azime, Atnafu Lambebo Tonja, Tadesse Destaw Belay, Mitiku Yohannes Fuge, Aman Kassahun Wassie

Disordered-DABS: A Benchmark for Dynamic Aspect-Based Summarization in Disordered Texts

Xiaobo Guo, Soroush Vosoughi

LLM Questionnaire Completion for Automatic Psychiatric Assessment

Gony Rosenman, Talma Hendler, Lior Wolf

XRec: Large Language Models for Explainable Recommendation

Qiyao Ma, Xubin Ren, Chao Huang

GREEN: Generative Radiology Report Evaluation and Error Notation

Sophie Ostmeier, Justin Xu, Zhihong Chen, Maya Varma, Louis Blankemeier

Temporal Fact Reasoning over Hyper-Relational Knowledge Graphs

Zifeng Ding, Jingcheng Wu, Jingpei Wu, Yan Xia, Bo Xiong

Predictive Multiplicity of Knowledge Graph Embeddings in Link Prediction

Yuqicheng Zhu, Nico Potyka, Mojtaba Nayyeri, Bo Xiong, Yunjie He

Document Hashing with Multi-Grained Prototype-Induced Hierarchical Generative Model

Qian Zhang, Qinliang Su, Jiayang Chen, Zhenpeng Song

Selective Annotation via Data Allocation: These Data Should Be Triaged to Experts for Annotation Rather Than the Model

Chen Huang, Yang Deng, Wenqiang Lei, Jiancheng Lv, Ido Dagan

Ukrainian Resilience: A Dataset for Detection of Help-Seeking Signals Amidst the Chaos of War

Msvpj Sathvik, Abhilash Dowpati, Srreyansh Sethi

SRAP-Agent: Simulating and Optimizing Scarce Resource Allocation Policy with LLM-based Agent

Jiarui Ji, Yang Li, Hongtao Liu, Zhicheng Du, Zhewei Wei

SnapNTell: Enhancing Entity-Centric Visual Question Answering with Retrieval Augmented Multimodal LLM

Jielin Qiu, Andrea Madotto, Zhaojiang Lin, Paul A. Crook, Yifan Ethan Xu

CoTAR: Chain-of-Thought Attribution Reasoning with Multi-level Granularity

Moshe Berchansky, Daniel Fleischer, Moshe Wasserblat, Peter Izsak

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

Xinyue Liu, Yunlong Gao, Linlin Zong, Bo Xu

DetectBench: Can Large Language Model Detect and Piece Together Implicit Evidence?

Zhouhong Gu, Lin Zhang, Xiaoxuan Zhu, Jiangjie Chen, Wenhao Huang

Unleashing Large Language Models’ Proficiency in Zero-shot Essay Scoring

Sanwoo Lee, Yida Cai, Desong Meng, Ziyang Wang, Yunfang Wu

InsertGNN: A Hierarchical Graph Neural Network for the TOEFL Sentence Insertion Problem

Fang Wu, Stan Z. Li

Text2Model: Text-based Model Induction for Zero-shot Image Classification

Ohad Amosy, Tomer Volk, Eilam Shapira, Eyal Ben-David, Roi Reichart

Measuring the Robustness of NLP Models to Domain Shifts

Nitay Calderon, Naveh Porat, Eyal Ben-David, Alexander Chapanin, Zorik Gekhman

Search if you don’t know! Knowledge-Augmented Korean Grammatical Error Correction with Large Language Models

Seonmin Koo, JINSUNG KIM, Chanjun Park, Heuiseok Lim

SEAVER: Attention Reallocation for Mitigating Distractions in Language Models for Conditional Semantic Textual Similarity Measurement

Baixuan Li, Yunlong Fan, Zhiqiang Gao

General Collaborative Framework between Large Language Model and Experts for Universal Information Extraction

K Bao, Ning Wang

Should Cross-Lingual AMR Parsing go Meta? An Empirical Assessment of Meta-Learning and Joint Learning AMR Parsing

Jeongwoo Kang, Maximin Coavoux, Cédric Lopez, Didier Schwab

Transferability of Syntax-Aware Graph Neural Networks in Zero-Shot Cross-Lingual Semantic Role Labeling

Rachel Sidney Devianti, Yusuke Miyao

Are LLMs Good Annotators for Discourse-level Event Relation Extraction?

Kangda Wei, Aayush Gautam, Ruihong Huang

Human-Centered Evaluation of Language Technologies

Su Lin Blodgett, Jackie Chi Kit CHEUNG, Vera Liao, Ziang Xiao

AI for Science in the Era of Large Language Models

Zhenyu Bi, Minghao Xu, Jian Tang, Xuan Wang

Reasoning with Natural Language Explanations

Marco Valentino, Andre Freitas

Language Agents: Foundations, Prospects, and Risks

Yu Su, Diyi Yang, Shunyu Yao, Tao Yu

Countering Hateful and Offensive Speech Online - Open Challenges

Flor Miriam Plaza-del-Arco, Debora Nozza, Marco Guerini, Jeffrey Sorensen, Marcos Zampieri

Enhancing LLM Capabilities Beyond Scaling Up

Wenpeng Yin, Muhao Chen, Rui Zhang, Ben Zhou, Fei Wang

PRISM: A New Lens for Improved Color Understanding

Arjun Reddy Akula, Garima Pruthi, Inderjit S Dhillon, Pradyumna Narayana, Sugato Basu

GOVERN: Gradient Orientation Vote Ensemble for Multi-Teacher Reinforced Distillation

Wenjie Zhou, Zhenxin Ding, Xiaodong Zhang, Haibo Shi, Junfeng Wang

Course-Correction: Safety Alignment Using Synthetic Preferences

Rongwu Xu, Yishuo Cai, Zhenhong Zhou, Renjie Gu, Haiqin Weng

Mixture of Diverse Size Experts

Manxi Sun, Wei Liu, Jian Luan, Pengzhi Gao, Bin Wang

GraphQL Query Generation: A Large Training and Benchmarking Dataset

Manish Kesarwani, Sambit Ghosh, Nitin Gupta, Shramona Chakraborty, Renuka Sindhgatta

Efficient Answer Retrieval System (EARS): Combining Local DB Search and Web Search for Generative QA

Nikita Krayko, Ivan Sidorov, Fedor Laputin, Daria Galimzianova, Vasily Konovalov

Aegis:An Advanced LLM-Based Multi-Agent for Intelligent Functional Safety Engineering

Lu Shi, Bin Qi, Jiarui Luo, Yang Zhang, Zhanzhao Liang

Intent Detection in the Age of LLMs

Gaurav Arora, Shreya Jain, Srujana Merugu

RAG-HAT: A Hallucination-Aware Tuning Pipeline for LLM in Retrieval-Augmented Generation

Juntong Song, Xingguang Wang, Juno Zhu, Yuanhao Wu, Xuxin Cheng

PEARL: Preference Extraction with Exemplar Augmentation and Retrieval with LLM Agents

Vijit Malik, Akshay Jagatap, Vinayak S Puranik, Anirban Majumder

QUIS: Question-guided Insights Generation for Automated Exploratory Data Analysis

Abhijit Manatkar, Ashlesha Akella, Parthivi Gupta, Krishnasuri Narayanam

FuxiTranyu: A Multilingual Large Language Model Trained with Balanced Data

Haoran Sun, Renren Jin, Shaoyang Xu, Leiyu Pan, Supryadi

Improving Retrieval in Sponsored Search by Leveraging Query Context Signals

Akash Kumar Mohankumar, Gururaj K, Gagan Madan, Amit Singh

RAC: Retrieval-augmented Conversation Dataset for Open-domain Question Answering in Conversational Settings

Bonggeun Choi, JeongJae Park, Yoonsung Kim, Jaehyun Park, Youngjoong Ko

CharacterGLM: Customizing Social Characters with Large Language Models

Jinfeng Zhou, Zhuang Chen, Dazhen Wan, Bosi Wen, Yi Song

A Cost-Efficient Modular Sieve for Extracting Product Information from Company Websites

Anna Hätty, Dragan Milchevski, Kersten Döring, Marko Putnikovic, Mohsen Mesgar

RESTful-Llama: Connecting User Queries to RESTful APIs

Han Xu, Ruining Zhao, Jindong Wang, Haipeng Chen

ItiNera: Integrating Spatial Optimization with Large Language Models for Open-domain Urban Itinerary Planning

Yihong Tang, Zhaokai Wang, Ao Qu, Yihao Yan, Zhaofeng Wu

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

Xin Zhang, Yanzhao Zhang, Dingkun Long, Wen Xie, Ziqi Dai

MARCO: Multi-Agent Real-time Chat Orchestration

Anubhav Shrimal, Stanley Kanagaraj, Kriti Biswas, Swarnalatha Raghuraman, Anish Nediyanchath

Patentformer: A Novel Method to Automate the Generation of Patent Applications

Juanyan Wang, Sai Krishna Reddy Mudhiganti, Manali Sharma

Hyper-QKSG: Framework for Automating Query Generation and Knowledge-Snippet Extraction from Tables and Lists

Dooyoung Kim, Yoonjin Jang, Dongwook Shin, Chanhoon Park, Youngjoong Ko

SLM as Guardian: Pioneering AI Safety with Small Language Model

Ohjoon Kwon, DongHyeon Jeon, Nayoung Choi, Gyu-Hwung Cho, Hwiyeol Jo

AnyMAL: An Efficient and Scalable Any-Modality Augmented Language Model

Seungwhan Moon, Andrea Madotto, Zhaojiang Lin, Tushar Nagarajan, Matt Smith

Provenance: A Light-weight Fact-checker for Retrieval Augmented LLM Generation Output

Hithesh Sankararaman, Mohammed Nasheed Yasin, Tanner Sorensen, Alessandro Di Bari, Andreas Stolcke

Visual Editing with LLM-based Tool Chaining: An Efficient Distillation Approach for Real-Time Applications

Oren Sultan, Alexander Khasin, Guy Shiran, Asnat Greenstein-Messica, Dafna Shahaf

Sequential LLM Framework for Fashion Recommendation

Han Liu, Xianfeng Tang, Tianlang Chen, Jiapeng Liu, Indu Indu

Prompt Leakage effect and mitigation strategies for multi-turn LLM Applications

Divyansh Agarwal, Alexander Fabbri, Ben Risher, Philippe Laban, Shafiq Joty

Neural Search Space in Gboard Decoder

Yanxiang Zhang, Yuanbo Zhang, Haicheng Sun, Yun Wang, Gary Sivek

ASTRA: Automatic Schema Matching using Machine Translation

Tarang Chugh, Deepak Zambre

Let Me Speak Freely? A Study On The Impact Of Format Restrictions On Large Language Model Performance.

Zhi Rui Tam, Cheng-Kuang Wu, Yi-Lin Tsai, Chieh-Yen Lin, Hung-yi Lee