AACL 2025

203 papers

Finetuning Pre-trained Language Models for Bidirectional Sign Language Gloss to Text Translation

Arshia Kermani, Habib Irani, Vangelis Metsis

Pose-Based Sign Language Spotting via an End-to-End Encoder Architecture

Samuel Ebimobowei Johnny, Blessed Guda, Emmanuel Aaron, Assane Gueye

Cross-Linguistic Phonological Similarity Analysis in Sign Languages Using HamNoSys

Abhishek Bharadwaj Varanasi, Manjira Sinha, Tirthankar Dasgupta

Pose-Based Temporal Convolutional Networks for Isolated Indian Sign Language Word Recognition

Tatigunta Bhavi Teja Reddy, Vidhya Kamakshi

Enhancing Indian Sign Language Translation via Motion-Aware Modeling

Anal Roy Chowdhury, Debarshi Kumar Sanyal

Continuous Fingerspelling Dataset for Indian Sign Language

Kirandevraj R, Vinod K. Kurmi, Vinay P. Namboodiri, C.V. Jawahar

Multilingual Sign Language Translation with Unified Datasets and Pose-Based Transformers

Pedro Alejandro Dal Bianco, Oscar Agustín Stanchi, Facundo Manuel Quiroga, Franco Ronchetti

Augmenting Sign Language Translation Datasets with Large Language Models

Pedro Alejandro Dal Bianco, Jean Paul Nunes Reinhold, Facundo Manuel Quiroga, Franco Ronchetti

Low-Resource Sign Language Glossing Profits From Data Augmentation

Diana Vania Lara Ortiz, Sebastian Padó

Indian Sign Language Recognition and Translation into Odia

Astha Swarupa Nayak, Naisargika Subudhi, Tannushree Rana, Muktikanta Sahu, Rakesh Chandra Balabantaray

Overview of the First Workshop on Sign Language Processing (WSLP 2025)

Sanjeet Singh, Abhinav Joshi, Keren Artiaga, Mohammed Hasanuzzaman, Facundo Manuel Quiroga

A Picture is Worth a Thousand (Correct) Captions: A Vision-Guided Judge-Corrector System for Multimodal Machine Translation

Siddharth Betala, Kushan Raj, Vipul Betala, Rohan Saswade

Does Vision Still Help? Multimodal Translation with CLIP-Based Image Selection

Deepak Kumar, Baban Gain, Kshetrimayum Boynao Singh, Asif Ekbal

OdiaGenAI participation at WAT 2025

Debasish Dhal, Sambit Sekhar, Revathy V R, Shantipriya Parida, Akash Kumar Dhaka

Findings of WAT2025 English-to-Indic Multimodal Translation Task

Shantipriya Parida, Ondřej Bojar

NHK Submission to WAT 2025: Leveraging Preference Optimization for Article-level Japanese–English News Translation

Hideya Mino, Rei Endo, Yoshihiko Kawai

Findings of the WAT 2025 Shared Task on Japanese-English Article-level News Translation

Naoto Shirai, Kazutaka Kinugawa, Hitoshi Ito, Hideya Mino, Yoshihiko Kawai

CycleDistill: Bootstrapping Machine Translation using LLMs with Cyclical Distillation

Deepon Halder, Thanmay Jayakumar, Raj Dabre

A Systematic Review on Machine Translation and Transliteration Techniques for Code-Mixed Indo-Aryan Languages

H. Rukshan Dias, Deshan Sumanathilaka

Speech-to-Speech Machine Translation for Dialectal Variations of Hindi

Sanmay Sood, Siddharth Rajput, Md Shad Akhtar

Segmentation Beyond Defaults: Asymmetrical Byte Pair Encoding for Optimal Machine Translation Performance

Saumitra Yadav, Manish Shrivastava

UTSK25 at WAT2025 Patent Claims Translation/Evaluation Task

Haruto Azami, Yin Zhang, Futo Kajita, Nobuyori Nishimura, Takehito Utsuro

Ehime-U System with Judge and Refinement, Specialized Prompting, and Few-shot for the Patent Claim Translation Task at WAT 2025

Taishi Edamatsu, Isao Goto, Takashi Ninomiya

Findings of the First Patent Claims Translation Task at WAT2025

Toshiaki Nakazawa, Takashi Tsunakawa, Isao Goto, Kazuhiro Kasada, Katsuhito Sudoh

Enhanced Table Structure Recognition with Multi-Modal Approach

Huichen Yang, Andrew D. Hellicar, Maciej Rybinski, Sarvnaz Karimi

Encoder Fine-tuning with Stochastic Sampling Outperforms Open-weight GPT in Astronomy Knowledge Extraction

Shivam Rawat, Lucie Flek, Akbar Karimi

Efficient Context-Limited Telescope Bibliography Classification for the WASP-2025 Shared Task Using SciBERT

Madhusudhan Naidu

Citation Drift: Measuring Reference Stability in Multi-Turn LLM Conversations

Gokul Srinath Seetha Ram

AstroMLab 5: Structured Summaries and Concept Extraction for 400,000 Astrophysics Papers

Yuan-Sen Ting, Alberto Accomazzi, Tirthankar Ghosal, Tuan Dung Nguyen, Rui Pan

amc: The Automated Mission Classifier for Telescope Bibliographies

John F. Wu, Joshua E.G. Peek, Sophie J. Miller, Jenny Novacescu, Achu J. Usha

“Clutch or Cry” Team at TRACS @ WASP2025: A Hybrid Stacking Ensemble for Astrophysical Document Classification

Arshad Khatib, Aayush Prasad, Rudra Trivedi, Shrikant Malviya

Systematic Evaluation of Machine Learning and Transformer-Based Methods for Scientific Telescope Literature Classification

Huynh Trung Kiet, Dao Sy Duy Minh, Tran Chi Nguyen, Nguyen Lam Phu Quy, Pham Phu Hoa

Automated Telescope-Paper Linkage via Multi-Model Ensemble Learning

Ojaswa Ojaswa Varshney, Prashasti Vyas, Priyanka Goyal, Tarpita Singh, Ritesh Kumar

Atlas: Customizing Large Language Models for Reliable Bibliographic Retrieval and Verification

Akash Kodali, Hailu Xu, Wenlu Zhang, Xin Qin

Structured Outputs in Prompt Engineering: Enhancing LLM Adaptability on Counterintuitive Instructions

Jingjing Ye, Song Bai, Zhenyang Li, Zheqi Shen

TeG-DRec: Inductive Text-Graph Learning for Unseen Node Scientific Dataset Recommendation

Ammar Qayyum, Bassamtiano Irnawan, Fumiyo Fukumoto, Latifah Kamarudin, Kentaro Go

A Hybrid LLM and Supervised Model Pipeline for Polymer Property Extraction from Tables in Scientific Literature

Van-Thuy Phi, Dinh-Truong Do, Hoang-An Trieu, Yuji Matsumoto

AI for Data Ingestion into IPAC Archives

Nicholas Susemiehl, Joseph Mazzarella

Dynamic Reference Extraction and Linking across Multiple Scholarly Knowledge Graphs

Nicolau Duran-Silva, Pablo Accuosto

Metadata Generation for Research Data from URL Citation Contexts in Scholarly Papers: Task Definition and Dataset Construction

Yu Watanabe, Koichiro Ito, Shigeki Matsubara

Bridging the Gap: Instruction-Tuned LLMs for Scientific Named Entity Recognition

Necva Bölücü, Maciej Rybinski, Stephen Wan

A benchmark for end-to-end zero-shot biomedical relation extraction with LLMs: experiments with OpenAI models

Aviv Brokman, Xuguang Ai, Yuhang Jiang, Shashank Gupta, Ramakanth Kavuluru

Finding the Paper Behind the Data: Automatic Identification of Research Articles related to Data Publications

Barbara McGillivray, Kaveh Aryan, Viola Harperath, Marton Ribary, Mandy Wigdorowitz

Zero-Shot Cross-Sentential Scientific Relation Extraction via Entity-Guided Summarization

Vani Kanjirangat, Fabio Rinaldi

Exploring Health Misinformation Detection with Multi-Agent Debate

Chih-Han Chen, Chen-Han Tsai, Yu-Shao Peng

Overview of TRACS: the Telescope Reference and Astronomy Categorization Dataset & Shared Task

Felix Grezes, Jennifer Lynn Bartlett, Kelly Lockhart, Alberto Accomazzi, Ethan Seefried

Overview of the Third Workshop for Artificial Intelligence for Scientific Publications

Kelly Lockhart, Alberto Accomazzi, Felix Grezes, Tirthankar Ghosal

Reasoning-Enhanced Retrieval for Misconception Prediction: A RAG-Inspired Approach with LLMs

Chaudhary Divya, Chang Xue, Shaorui Sun

MEDEQUALQA: Evaluating Biases in LLMs with Counterfactual Reasoning

Rajarshi Ghosh, Abhay Gupta, Hudson McBride, Anurag Jayant Vaidya, Faisal Mahmood

TransLaTeX: Exposing the Last-Mile Execution Gap in LLM-Agent for Scientific Formatting

Jiawen Lyn, Yvette Graham

Human-Centered Disability Bias Detection in Large Language Models

Habiba Chakour, Fatiha Sadat

Bridging Health Literacy Gaps in Indian Languages: Multilingual LLMs for Clinical Text Simplification

R S Pavithra

A Survey of Quantum Natural Language Processing: From Compositional Models to NISQ-Era Empiricism

Arpan Phukan, Asif Ekbal

A Systematic Survey of Quantum Natural Language Processing: Models, Encoding Paradigms, and Evaluation Methods

Arpita Vats, Rahul Raja, Ashish Kattamuri, Abhinav Bohra

QCNN-MFND: A Novel Quantum CNN Framework for Multimodal Fake News Detection in Social Media

Arya Suneesh, Balasubramanian Palani

A Review of Quantum Computing Approaches to Semantic Search and Text Classification in Natural Language Processing

Sauvik Bal

Quantum-Enhanced Gated Recurrent Units for Part-of-Speech Tagging

Ashutosh Rai, Shyambabu Pandey, Partha Pakray

A Hybrid Quantum-Classical Fusion for Deep Semantic Paraphrase Detection

Devanarayanan K, Fayas S Mohamad, Dheeraj V Mohan, Reshma Sheik

Hybrid Classical-Quantum Framework for Sentiment Classification and Claim Check-Worthiness Identification in Bengali

Pritam Pal, Dipankar Das, Anup Kumar Kolya, Siddhartha Bhattacharyya

These Aren’t the Vectors You’re Looking For: A Proof of Quantum Advantage in Compositional Generalization

Karthik Srikumar

Quantum-Infused Whisper: A Framework for Replacing Classical Components

Tapabrata Mondal, Debjit Dhar, Soham Lahiri, Sivaji Bandyopadhyay

NLP4Health: Multilingual Clinical Dialogue Summarization and QA with mT5 and LoRA

Moutushi Roy, Dipankar Das

MedQwen-PE: Medical Qwen for Parameter-Efficient Multilingual Patient-Centric Summarization, Question Answering and Information Extraction

Vinay Babu Ulli, Anindita Mondal

SAHA: Samvad AI for Healthcare Assistance

Aditya Kumar, Rakesh Kumar Nayak, Janhavi Naik, Ritesh Kumar, Dhiraj Bhatia

Patient-Centric Multilingual Question Answering and Summary Generation for Head and Neck Cancer and Blood Donation

Amol Shinde, Saloni Chitte, Prakash B. Pimpale

Multilingual Clinical Dialogue Summarization and Information Extraction with Qwen-1.5B LoRA

Kunwar Zaid, Amit Sangroya, Jyotsana Khatri

Patient-Centric Question Answering- Overview of the Shared Task at the Second Workshop on NLP and AI for Multilingual and Healthcare Communication

Arun Zechariah, Balu Krishna, Hannah Mary Thomas, Joy Mammen, Dipti Misra Sharma

Automated Coding of Counsellor and Client Behaviours in Motivational Interviewing Transcripts: Validation and Application

Soliman Ali, Jiading Zhu, Alex Guo, Xiao Nan Ye, Qilin Gu

Cross-Lingual Mental Health Ontologies for Indian Languages: Bridging Patient Expression and Clinical Understanding through Explainable AI and Human-in-the-Loop Validation

Ananth Kandala, Ratna Kandala, Akshata Kishore Moharir, Niva Manchanda, Sunaina Singh Rathod

MOD-KG: MultiOrgan Diagnosis Knowledge Graph

Anas Anwarul Haq Khan, Pushpak Bhattacharyya

Enhancing Patient-Centric Healthcare Communication Through Multimodal Emotion Recognition: A Transformer-Based Framework for Clinical Decision Support

Vineet Channe

Hierarchical Long-Document Summarization using LED for Legal Judgments

Reshma Sheik, Noah John Puthayathu, Fathima Firose A, Jonathan Paul

Integrating Graph based Algorithm and Transformer Models for Abstractive Summarization

Sayed Ayaan Ahmed Sha, Sangeetha Sivanesan, Anand Kumar Madasamy, Navya Binu

From Scratch to Fine-Tuned: A Comparative Study of Transformer Training Strategies for Legal Machine Translation

Amit Barman, Atanu Mandal, Sudip Kumar Naskar

Structure-Aware Chunking for Abstractive Summarization of Long Legal Documents

Himadri Sonowal, Saisab Sadhu

Automatic Legal Judgment Summarization Using Large Language Models: A Case Study for the JUST-NLP 2025 Shared Task

Santiago Chica

Combining Extractive and Generative Methods for Legal Summarization: Tayronas Trigrams at JUST-NLP 2025

Erich Giusseppe Soto Parada, Carlos Manuel Muñoz Almeida, David Cuevas Alba

Team-SVNIT at JUST-NLP 2025: Domain-Adaptive Fine-Tuning of Multilingual Models for English–Hindi Legal Machine Translation

Rupesh Dhakad, Naveen Kumar, Shrikant Malviya

Adapting IndicTrans2 for Legal Domain MT via QLoRA Fine-Tuning at JUST-NLP 2025

Akoijam Jenil Singh, Loitongbam Sanayai Meetei, Yumnam Surajkanta

NIT-Surat@L-Sum: A Semantic Retrieval-Based Framework for Summarizing Indian Judicial Documents

Nita Jadav, Ashok Urlana, Pruthwik Mishra

goodmen @ L-MT Shared Task: A Comparative Study of Neural Models for English-Hindi Legal Machine Translation

Deeraj S K, Karthik Suryanarayanan, Yash Ingle, Pruthwik Mishra

SCaLAR_NITK @ JUSTNLP Legal Summarization (L-SUMM) Shared Task

Arjun T D, Anand Kumar Madasamy

A Budget Recipe for Finetuning a Long-form Legal Summarization Model

Chompakorn Chaksangchaichot, Pawitsapak Akarajaradwong

Contextors at L-SUMM: Retriever-Driven Multi-Generator Summarization

Pavithra Neelamegam, S Jaya Nirmala

Cold Starts and Hard Cases: A Two-Stage SFT-RLVR Approach for Legal Machine Translation (Just-NLP L-MT shared task)

Pawitsapak Akarajaradwong, Chompakorn Chaksangchaichot

Nyay-Darpan: Enhancing Decision Making Through Summarization and Case Retrieval for Consumer Law in India

Swapnil Bhattacharyya, Harshvivek Kashid, Shrey Ganatra, Spandan Anaokar, Reshma Sekhar

Grahak-Nyay: Consumer Grievance Redressal through Large Language Models

Shrey Ganatra, Swapnil Bhattacharyya, Harshvivek Kashid, Spandan Anaokar, Shruthi N Nair

LLM Driven Legal Text Analytics: A Case Study For Food Safety Violation Cases

Suyog Joshi, Soumyajit Basu, Lipika Dey, Partha Pratim Das

Legal Document Summarization: A Zero-shot Modular Agentic Workflow Approach

Taha Sadikot, Sarika Jain

LeCNet: A Legal Citation Network Benchmark Dataset

Pooja Harde, Bhavya Jain, Sarika Jain

Findings of the JUST-NLP 2025 Shared Task on English-to-Hindi Legal Machine Translation

Kshetrimayum Boynao Singh, Sandeep Kumar, Debtanu Datta, Abhinav Joshi, Shivani Mishra

Findings of the JUST-NLP 2025 Shared Task on Summarization of Indian Court Judgments

Debtanu Datta, Shounak Paul, Kshetrimayum Boynao Singh, Sandeep Kumar, Abhinav Joshi

Overview of the 1st Workshop on NLP for Empowering Justice

Ashutosh Modi, Saptarshi Ghosh, Asif Ekbal, Pawan Goyal, Sarika Jain

Test Set Quality in Multilingual LLM Evaluation

Chalamalasetti Kranti, Gabriel Bernier-Colborne, Yvan Gauthier, Sowmya Vajjala

InFiNITE (∞): Indian Financial Narrative Inference Tasks & Evaluations

Sohom Ghosh, Arnab Maji, Sudip Kumar Naskar

Non-Determinism of “Deterministic” LLM System Settings in Hosted Environments

Berk Atıl, Sarp Aykent, Alexa Chittams, Lisheng Fu, Rebecca J. Passonneau

Beyond the Rubric: Cultural Misalignment in LLM Benchmarks for Sexual and Reproductive Health

Sumon Kanti Dey, Manvi S, Zeel Mehta, Meet Shah, Unnati Agrawal

TitleTrap: Probing Presentation Bias in LLM-Based Scientific Reviewing

Shurui Du

Evaluation of Generated Poetry

David Mareček, Kateřina Motalík Hodková, Tomáš Musil, Rudolf Rosa

SynClaimEval: A Framework for Evaluating the Utility of Synthetic Data in Long-Context Claim Verification

Mohamed Elaraby, Jyoti Prakash Maheswari