Skip to content
conftrace_

ACL 2025

4,141 papers

SpeechEE@XLLM25: Retrieval-Enhanced Few-Shot Prompting for Speech Event Extraction

Máté Gedeon

LLMSR@XLLM25: A Language Model-Based Pipeline for Structured Reasoning Data Construction

Hongrui Xing, XinZhang Liu, Zhuo Jiang, Zhihao Yang, Yitong Yao

LLMSR@XLLM25: An Empirical Study of LLM for Structural Reasoning

Xinye Li, Mingqi Wan, Dianbo Sui

LLMSR@XLLM25: SWRV: Empowering Self-Verification of Small Language Models through Step-wise Reasoning and Verification

Danchun Chen

DocIE@XLLM25: UIEPrompter: A Unified Training-Free Framework for universal document-level information extraction via Structured Prompt

Chengfeng Qiu, Lifeng Zhou, Kaifeng Wei, Yuke Li

LLMSR@XLLM25: Integrating Reasoning Prompt Strategies with Structural Prompt Formats for Enhanced Logical Inference

Le Tai, Thin Van

DocIE@XLLM25: In-Context Learning for Information Extraction using Fully Synthetic Demonstrations

Nicholas Popovic, Ashish Kangen, Tim Schopf, Michael Färber

DocIE@XLLM25: ZeroSemble - Robust and Efficient Zero-Shot Document Information Extraction with Heterogeneous Large Language Model Ensembles

Nguyen Pham Hoang Le, An Dinh Thien, Son T. Luu, Kiet Van Nguyen

SpeechEE@XLLM25: End-to-End Structured Event Extraction from Speech

Soham Chaudhuri, Diganta Biswas, Dipanjan Saha, Dipankar Das, Sivaji Bandyopadhyay

LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided Distillation

Jiahao Yuan, Xingzhe Sun, Xing Yu, Jingwen Wang, Dehui Du

DiaDP@XLLM25: Advancing Chinese Dialogue Parsing via Unified Pretrained Language Models and Biaffine Dependency Scoring

Shuoqiu Duan, Xiaoliang Chen, Duoqian Miao, Xu Gu, Xianyong Li

Language Models are Universal Embedders

Xin Zhang, Zehan Li, Yanzhao Zhang, Dingkun Long, Pengjun Xie

Transfer of Structural Knowledge from Synthetic Languages

Mikhail Budnikov, Ivan Yamshchikov

Cross-Document Event-Keyed Summarization

William Walden, Pavlo Kuchmiichuk, Alexander Martin, Chihsheng Jin, Angela Cao

Cognitive Mirroring for DocRE: A Self-Supervised Iterative Reflection Framework with Triplet-Centric Explicit and Implicit Feedback

Xu Han, Bo Wang, Yueheng Sun, Dongming Zhao, Zongfeng Qu

LLM Dependency Parsing with In-Context Rules

Michael Ginn, Alexis Palmer

Can LLMs Interpret and Leverage Structured Linguistic Representations? A Case Study with AMRs

Ankush Raut, Xiaofeng Zhu, Maria Leonor Pacheco

Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction

Nils Constantin Hellwig, Jakob Fehle, Udo Kruschwitz, Christian Wolff

Typed-RAG: Type-Aware Decomposition of Non-Factoid Questions for Retrieval-Augmented Generation

DongGeon Lee, Ahjeong Park, Hyeri Lee, Hyeonseo Nam, Yunho Maeng

BARTABSA++: Revisiting BARTABSA with Decoder LLMs

Jan Pfister, Tom Völker, Anton Vlasjuk, Andreas Hotho

Structure Modeling Approach for UD Parsing of Historical Modern Japanese

Hiroaki Ozaki, Mai Omura, Kanako Komiya, Masayuki Asahara, Toshinobu Ogiso

Enhancing AMR Parsing with Group Relative Policy Optimization

Botond Barta, Endre Hamerlik, Milán Nyist, Masato Ito, Judit Ács

Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation

Patryk Bartkowiak, Filip Graliński

Combining Automated and Manual Data for Effective Downstream Fine-Tuning of Transformers for Low-Resource Language Applications

Ulyana Isaeva, Danil Astafurov, Nikita Martynov

Self-Contrastive Loop of Thought Method for Text-to-SQL Based on Large Language Model

Fengrui Kang, Mingxi Tan, Xianying Huang, Shiju Yang

Exploring Multilingual Probing in Large Language Models: A Cross-Language Analysis

Daoyang Li, Haiyan Zhao, Qingcheng Zeng, Mengnan Du

Detecting Referring Expressions in Visually Grounded Dialogue with Autoregressive Language Models

Bram Willemsen, Gabriel Skantze

From Syntax to Semantics: Evaluating the Impact of Linguistic Structures on LLM-Based Information Extraction

Anushka Swarup, Avanti Bhandarkar, Ronald Wilson, Tianyu Pan, Damon Woodard

Regular-pattern-sensitive CRFs for Distant Label Interactions

Sean Papay, Roman Klinger, Sebastian Padó

Injecting Structured Knowledge into LLMs via Graph Neural Networks

Zichao Li, Zong Ke, Puning Zhao

Benchmarking Table Extraction: Multimodal LLMs vs Traditional OCR

Guilherme Nunes, Vitor Rolla, Duarte Pereira, Vasco Alves, André Carreiro

Fine-Tuning Large Language Models for Relation Extraction within a Retrieval-Augmented Generation Framework

Sefika Efeoglu, Adrian Paschke

Using LLMs and Preference Optimization for Agreement-Aware HateWiC Classification

Sebastian Loftus, Adrian Mülthaler, Sanne Hoeken, Sina Zarrieß, Özge Alaçam

Red-Teaming for Uncovering Societal Bias in Large Language Models

Chu Fei Luo, Ahmad Ghawanmeh, Kashyap Coimbatore Murali, Bhimshetty Bharat Kumar, Murli Jadhav

A Modular Taxonomy for Hate Speech Definitions and Its Impact on Zero-Shot LLM Classification Performance

Matteo Melis, Gabriella Lapesa, Dennis Assenmacher

Graph of Attacks with Pruning: Optimizing Stealthy Jailbreak Prompt. Generation for Enhanced LLM Content Moderation

Daniel Schwarz, Dmitriy Bespalov, Zhe Wang, Ninad Kulkarni, Yanjun Qi

Personas with Attitudes: Controlling LLMs for Diverse Data Annotation

Leon Fröhling, Gianluca Demartini, Dennis Assenmacher

Hate Explained: Evaluating NER-Enriched Text in Human and Machine Moderation of Hate Speech

Andres Carvallo, Marcelo Mendoza, Miguel Fernandez, Maximiliano Ojeda, Lilly Guevara

Multilingual Analysis of Narrative Properties in Conspiracist vs Mainstream Telegram Channels

Katarina Laken, Matteo Melis, Sara Tonelli, Marcos Garcia

Can Prompting LLMs Unlock Hate Speech Detection across Languages? A Zero-shot and Few-shot Study

Faeze Ghorbanpour, Daryna Dementieva, Alexander Fraser

Detecting Child Objectification on Social Media: Challenges in Language Modeling

Miriam Schirmer, Angelina Voggenreiter, Juergen Pfeffer, Agnes Horvat

Who leads? Who follows? Temporal dynamics of political dogwhistles in Swedish online communities

Max Boholm, Gregor Rettenegger, Ellen Breitholtz, Robin Cooper, Elina Lindgren

QGuard:Question-based Zero-shot Guard for Multi-modal LLM Safety

Taegyeong Lee, Jeonghwa Yoo, Hyoungseo Cho, Soo Yong Kim, Yunho Maeng

Are You Trying to Convince Me or Are You Trying to Deceive Me? Using Argumentation Types to Identify Deceptive News

Ricardo Muñoz Sánchez, Emilie Francis, Anna Lindahl

Can LLMs Rank the Harmfulness of Smaller LLMs? We are Not There Yet

Berk Atil, Vipul Gupta, Sarkar Snigdha Sarathi Das, Rebecca Passonneau

Between Hetero-Fatalism and Dark Femininity: Discussions of Relationships, Sex, and Men in the Femosphere

Emilie Francis

Towards Fairness Assessment of Dutch Hate Speech Detection

Julie Bauer, Rishabh Kaushal, Thales Bertaglia, Adriana Iamnitchi

Blue-haired, misandriche, rabiata: Tracing the Connotation of ‘Feminist(s)’ Across Time, Languages and Domains

Arianna Muti, Sara Gemelli, Emanuele Moscato, Emilie Francis, Amanda Cercas Curry

Social Hatred: Efficient Multimodal Detection of Hatemongers

Tom Marzea, Abraham Israeli, Oren Tsur

Pathways to Radicalisation: On Research for Online Radicalisation in Natural Language Processing and Machine Learning

Zeerak Talat, Michael Sejr Schlichtkrull, Pranava Madhyastha, Christine De Kock

Detoxify-IT: An Italian Parallel Dataset for Text Detoxification

Viola De Ruvo, Arianna Muti, Daryna Dementieva, Debora Nozza

Hostility Detection in UK Politics: A Dataset on Online Abuse Targeting MPs

Mugdha Pandya, Mali Jin, Kalina Bontcheva, Diana Maynard

Hate Speech in Times of Crises: a Cross-Disciplinary Analysis of Online Xenophobia in Greece

Maria Pontiki, Vasiliki Georgiadou, Lamprini Rori, Maria Gavriilidou

Implicit Hate Target Span Detection in Zero- and Few-Shot Settings with Selective Sub-Billion Parameter Models

Hossam Boudraa, Benoit Favre, Raquel Urena

RAG and Recall: Multilingual Hate Speech Detection with Semantic Memory

Khouloud Mnassri, Reza Farahbakhsh, Noel Crespi

Exploring Hate Speech Detection Models for Lithuanian Language

Justina Mandravickaitė, Eglė Rimkienė, Mindaugas Petkevičius, Milita Songailaitė, Eimantas Zaranka

Catching Stray Balls: Football, fandom, and the impact on digital discourse

Mark Hill

MisinfoTeleGraph: Network-driven Misinformation Detection for German Telegram Messages

Lu Kalkbrenner, Veronika Solopova, Steffen Zeiler, Robert Nickel, Dorothea Kolossa

Debunking with Dialogue? Exploring AI-Generated Counterspeech to Challenge Conspiracy Theories

Mareike Lisker, Christina Gottschalk, Helena Mihaljević

Evading Toxicity Detection with ASCII-art: A Benchmark of Spatial Attacks on Moderation Systems

Sergey Berezin, Reza Farahbakhsh, Noel Crespi

Beyond the Binary: Analysing Transphobic Hate and Harassment Online

Anna Talas, Alice Hutchings

HODIAT: A Dataset for Detecting Homotransphobic Hate Speech in Italian with Aggressiveness and Target Annotation

Greta Damo, Alessandra Teresa Cignarella, Tommaso Caselli, Viviana Patti, Debora Nozza

Think Like a Person Before Responding: A Multi-Faceted Evaluation of Persona-Guided LLMs for Countering Hate Speech.

Mikel Ngueajio, Flor Miriam Plaza-del-Arco, Yi-Ling Chung, Danda Rawat, Amanda Cercas Curry

Web(er) of Hate: A Survey on How Hate Speech Is Typed

Luna Wang, Andrew Caines, Alice Hutchings

Debiasing Static Embeddings for Hate Speech Detection

Ling Sun, Soyoung Kim, Xiao Dong, Sandra Kübler

Learning from Disagreement: Entropy-Guided Few-Shot Selection for Toxic Language Detection

Tommaso Caselli, Flor Miriam Plaza-del-Arco

A Novel Dataset for Classifying German Hate Speech Comments with Criminal Relevance

Vincent Kums, Florian Meyer, Luisa Pivit, Uliana Vedenina, Jonas Wortmann

From civility to parity: Marxist-feminist ethics for context-aware algorithmic content moderation

Dayei Oh

Sensitive Content Classification in Social Media: A Holistic Resource and Evaluation

Dimosthenis Antypas, Indira Sen, Carla Perez Almendros, Jose Camacho-Collados, Francesco Barbieri

A Comprehensive Taxonomy of Bias Mitigation Methods for Hate Speech Detection

Jan Fillies, Marius Wawerek, Adrian Paschke

Proper Noun Diacritization for Arabic Wikipedia: A Benchmark Dataset

Rawan Bondok, Mayar Nassar, Salam Khalifa, Kurt Micallef, Nizar Habash

WETBench: A Benchmark for Detecting Task-Specific Machine-Generated Text on Wikipedia

Gerrit Quaremba, Elizabeth Black, Denny Vrandecic, Elena Simperl

Wikivecs: A Fully Reproducible Vectorization of Multilingual Wikipedia

Brandon Duderstadt

Detecting Manipulation in Ukrainian Telegram: A Transformer-Based Approach to Technique Classification and Span Identification

Md. Abdur Rahman, Md Ashiqur Rahman

Hidden Persuasion: Detecting Manipulative Narratives on Social Media During the 2022 Russian Invasion of Ukraine

Kateryna Akhynko, Oleksandr Kosovan, Mykola Trokhymovych

Improving Sentiment Analysis for Ukrainian Social Media Code-Switching Data

Yurii Shynkarov, Veronika Solopova, Vera Schmitt

Introducing OmniGEC: A Silver Multilingual Dataset for Grammatical Error Correction

Roman Kovalchuk, Mariana Romanyshyn, Petro Ivaniuk

Gender Swapping as a Data Augmentation Technique: Developing Gender-Balanced Datasets for Ukrainian Language Processing

Olha Nahurna, Mariana Romanyshyn

Precision vs. Perturbation: Robustness Analysis of Synonym Attacks in Ukrainian NLP

Volodymyr Mudryi, Oleksii Ignatenko

On the Path to Make Ukrainian a High-Resource Language

Mykola Haltiuk, Aleksander Smywiński-Pohl

Transforming Causal LLM into MLM Encoder for Detecting Social Media Manipulation in Telegram

Anton Bazdyrev, Ivan Bashtovyi, Ivan Havlytskyi, Oleksandr Kharytonov, Artur Khodakovskyi

The UNLP 2025 Shared Task on Detecting Social Media Manipulation

Roman Kyslyi, Nataliia Romanyshyn, Volodymyr Sydorskyi

Context-Aware Lexical Stress Prediction and Phonemization for Ukrainian TTS Systems

Anastasiia Senyk, Mykhailo Lukianchuk, Valentyna Robeiko, Yurii Paniv

Vuyko Mistral: Adapting LLMs for Low-Resource Dialectal Translation

Roman Kyslyi, Yuliia Maksymiuk, Ihor Pysmennyi

A Framework for Large-Scale Parallel Corpus Evaluation: Ensemble Quality Estimation Models Versus Human Assessment

Dmytro Chaplynskyi, Kyrylo Zakharov

GBEM-UA: Gender Bias Evaluation and Mitigation for Ukrainian Large Language Models

Mykhailo Buleshnyi, Maksym Buleshnyi, Marta Sumyk, Nazarii Drushchak

Developing a Universal Dependencies Treebank for Ukrainian Parliamentary Speech

Maria Shvedova, Arsenii Lukashevskyi, Andriy Rysin

Framing the Language: Fine-Tuning Gemma 3 for Manipulation Detection

Mykola Khandoga, Yevhen Kostiuk, Anton Polishko, Kostiantyn Kozlov, Yurii Filipchuk

Comparing Methods for Multi-Label Classification of Manipulation Techniques in Ukrainian Telegram Content

Oleh Melnychuk

UAlign: LLM Alignment Benchmark for the Ukrainian Language

Andrian Kravchenko, Yurii Paniv, Nazarii Drushchak

Improving Named Entity Recognition for Low-Resource Languages Using Large Language Models: A Ukrainian Case Study

Vladyslav Radchenko, Nazarii Drushchak

Benchmarking Multimodal Models for Ukrainian Language Understanding Across Academic and Cultural Domains

Yurii Paniv, Artur Kiulian, Dmytro Chaplynskyi, Mykola Khandoga, Anton Polishko

From English-Centric to Effective Bilingual: LLMs with Custom Tokenizers for Underrepresented Languages

Artur Kiulian, Anton Polishko, Mykola Khandoga, Yevhen Kostiuk, Guillermo Gabrielli

How well do LLMs reason over tabular data, really?

Cornelius Wolff, Madelon Hulsebos

Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning

Josefa Lia Stoisser, Marc Boubnovski Martell, Julien Fauqueur

Improving Table Retrieval with Question Generation from Partial Tables

Hsing-Ping Liang, Che-Wei Chang, Yao-Chung Fan

Embeddings for Numerical Features Using tanh Activation

Bingyan Liu, Charles Elkan, Anil N. Hirani

Resolution-Alignment-Completion of Tabular Electronic Health Records via Meta-Path Generative Sampling

S Mehryar

Retrieval-Augmented Forecasting with Tabular Time Series Data

Zichao Li

In-Context Learning of Soft Nearest Neighbor Classifiers for Intelligible Tabular Machine Learning

Mykhailo Koshil, Matthias Feurer, Katharina Eggensperger