Computation and Language

Authors and titles for January 2025

[1] arXiv:2501.00029 [pdf, html, other]

Title: A Breadth-First Catalog of Text Processing, Speech Processing and Multimodal Research in South Asian Languages

Pranav Gupta

Subjects: Computation and Language (cs.CL); Information Retrieval (cs.IR); Machine Learning (cs.LG)

[2] arXiv:2501.00030 [pdf, other]

Title: Underutilization of Syntactic Processing by Chinese Learners of English in Comprehending English Sentences, Evidenced from Adapted Garden-Path Ambiguity Experiment

Jiapeng Xu

Comments: 18 pages

Subjects: Computation and Language (cs.CL)

[3] arXiv:2501.00031 [pdf, html, other]

Title: Distilling Large Language Models for Efficient Clinical Information Extraction

Karthik S. Vedula, Annika Gupta, Akshay Swaminathan, Ivan Lopez, Suhana Bedi, Nigam H. Shah

Comments: 19 pages, 1 figure, 10 tables

Subjects: Computation and Language (cs.CL)

[4] arXiv:2501.00045 [pdf, html, other]

Title: Cross-Linguistic Examination of Machine Translation Transfer Learning

Saughmon Boujkian

Subjects: Computation and Language (cs.CL); Machine Learning (cs.LG)

[5] arXiv:2501.00049 [pdf, html, other]

Title: Seq2Seq Model-Based Chatbot with LSTM and Attention Mechanism for Enhanced User Interaction

Lamya Benaddi, Charaf Ouaddi, Adnane Souha, Abdeslam Jakimi, Mohamed Rahouti, Mohammed Aledhari, Diogo Oliveira, Brahim Ouchao

Comments: The Third Workshop on Deployable AI at AAAI-2025

Subjects: Computation and Language (cs.CL); Emerging Technologies (cs.ET)

[6] arXiv:2501.00059 [pdf, html, other]

Title: Large Language Models for Mathematical Analysis

Ziye Chen, Hao Qi

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI)

[7] arXiv:2501.00062 [pdf, html, other]

Title: ELECTRA and GPT-4o: Cost-Effective Partners for Sentiment Analysis

James P. Beno

Comments: 19 pages, 4 figures. Source code and data available at this https URL

Journal-ref: Proceedings of the 4th International Workshop on Knowledge-Augmented Methods for Natural Language Processing, Association for Computational Linguistics, Albuquerque, New Mexico, USA (2025) 18-36

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI)

[8] arXiv:2501.00066 [pdf, html, other]

Title: On Adversarial Robustness of Language Models in Transfer Learning

Bohdan Turbal, Anastasiia Mazur, Jiaxu Zhao, Mykola Pechenizkiy

Journal-ref: Socially Responsible Language Modelling Research (SoLaR) Workshop at NeurIPS 2024

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Cryptography and Security (cs.CR); Machine Learning (cs.LG)

[9] arXiv:2501.00069 [pdf, html, other]

Title: Adversarial Negotiation Dynamics in Generative Language Models

Arinbjörn Kolbeinsson, Benedikt Kolbeinsson

Comments: Paper at NeurIPS 2024 Workshop on Red Teaming GenAI

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI)

[10] arXiv:2501.00070 [pdf, html, other]

Title: ICLR: In-Context Learning of Representations

Core Francisco Park, Andrew Lee, Ekdeep Singh Lubana, Yongyi Yang, Maya Okawa, Kento Nishi, Martin Wattenberg, Hidenori Tanaka

Comments: ICLR 2025

Journal-ref: International Conference on Learning Representations, 2025

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[11] arXiv:2501.00073 [pdf, html, other]

Title: Position Information Emerges in Causal Transformers Without Positional Encodings via Similarity of Nearby Embeddings

Chunsheng Zuo, Pavel Guerzhoy, Michael Guerzhoy

Comments: Forthcoming at the International Conference on Computational Linguistics 2025 (COLING 2025)

Subjects: Computation and Language (cs.CL); Machine Learning (cs.LG)

[12] arXiv:2501.00097 [pdf, html, other]

Title: CaseSumm: A Large-Scale Dataset for Long-Context Summarization from U.S. Supreme Court Opinions

Mourad Heddaya, Kyle MacMillan, Anup Malani, Hongyuan Mei, Chenhao Tan

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Computers and Society (cs.CY); Machine Learning (cs.LG)

[13] arXiv:2501.00129 [pdf, other]

Title: A Data-Centric Approach to Detecting and Mitigating Demographic Bias in Pediatric Mental Health Text: A Case Study in Anxiety Detection

Julia Ive, Paulina Bondaronek, Vishal Yadav, Daniel Santel, Tracy Glauser, Tina Cheng, Jeffrey R. Strawn, Greeshma Agasthya, Jordan Tschida, Sanghyun Choo, Mayanka Chandrashekar, Anuj J. Kapadia, John Pestian

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI)

[14] arXiv:2501.00152 [pdf, html, other]

Title: Temporal reasoning for timeline summarisation in social media

Jiayu Song, Mahmud Akhter, Dana Atzil Slonim, Maria Liakata

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI)

[15] arXiv:2501.00164 [pdf, other]

Title: Measuring Large Language Models Capacity to Annotate Journalistic Sourcing

Subramaniam Vincent, Phoebe Wang, Zhan Shi, Sahas Koka, Yi Fang

Subjects: Computation and Language (cs.CL); Computers and Society (cs.CY)

[16] arXiv:2501.00174 [pdf, other]

Title: The Text Classification Pipeline: Starting Shallow going Deeper

Marco Siino, Ilenia Tinnirello, Marco La Cascia

Comments: Foundations and Trends in Information Retrieval (2025)

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Information Retrieval (cs.IR)

[17] arXiv:2501.00199 [pdf, html, other]

Title: GPT-4 on Clinic Depression Assessment: An LLM-Based Pilot Study

Giuliano Lorenzoni, Pedro Elkind Velmovitsky, Paulo Alencar, Donald Cowan

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI)

[18] arXiv:2501.00208 [pdf, other]

Title: An Empirical Evaluation of Large Language Models on Consumer Health Questions

Moaiz Abrar, Yusuf Sermet, Ibrahim Demir

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI)

[19] arXiv:2501.00224 [pdf, other]

Title: Extracting effective solutions hidden in large language models via generated comprehensive specialists: case studies in developing electronic devices

Hikari Tomita, Nobuhiro Nakamura, Shoichi Ishida, Toshio Kamiya, Kei Terayama

Comments: 18 pages, 4 figures

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[20] arXiv:2501.00233 [pdf, html, other]

Title: Zero-Shot Strategies for Length-Controllable Summarization

Fabian Retkowski, Alexander Waibel

Comments: Accepted to NAACL 2025 Findings

Subjects: Computation and Language (cs.CL)

[21] arXiv:2501.00241 [pdf, html, other]

Title: Exploring Variability in Fine-Tuned Models for Text Classification with DistilBERT

Giuliano Lorenzoni, Ivens Portugal, Paulo Alencar, Donald Cowan

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI)

[22] arXiv:2501.00244 [pdf, html, other]

Title: Have We Designed Generalizable Structural Knowledge Promptings? Systematic Evaluation and Rethinking

Yichi Zhang, Zhuo Chen, Lingbing Guo, Yajing Xu, Shaokai Chen, Mengshu Sun, Binbin Hu, Zhiqiang Zhang, Lei Liang, Wen Zhang, Huajun Chen

Comments: Work in progress

Subjects: Computation and Language (cs.CL)

[23] arXiv:2501.00257 [pdf, html, other]

Title: EQUATOR: A Deterministic Framework for Evaluating LLM Reasoning with Open-Ended Questions. # v1.0.0-beta

Raymond Bernard, Shaina Raza (PhD), Subhabrata Das (PhD), Rahul Murugan

Subjects: Computation and Language (cs.CL)

[24] arXiv:2501.00269 [pdf, other]

Title: A review of faithfulness metrics for hallucination assessment in Large Language Models

Ben Malin, Tatiana Kalganova, Nikoloas Boulgouris

Comments: 13 pages, 6 tables

Subjects: Computation and Language (cs.CL)

[25] arXiv:2501.00273 [pdf, html, other]

Title: Echoes in AI: Quantifying Lack of Plot Diversity in LLM Outputs

Weijia Xu, Nebojsa Jojic, Sudha Rao, Chris Brockett, Bill Dolan

Subjects: Computation and Language (cs.CL)

[26] arXiv:2501.00274 [pdf, html, other]

Title: LLM-Rubric: A Multidimensional, Calibrated Approach to Automated Evaluation of Natural Language Texts

Helia Hashemi, Jason Eisner, Corby Rosset, Benjamin Van Durme, Chris Kedzie

Comments: Updated version of 17 June 2024

Journal-ref: Proceedings of ACL 2024 (Volume 1: Long Papers), pp. 13806-13834

Subjects: Computation and Language (cs.CL)

[27] arXiv:2501.00316 [pdf, other]

Title: MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models

Mahir Labib Dihan, Md Tanvir Hassan, Md Tanvir Parvez, Md Hasebul Hasan, Md Almash Alam, Muhammad Aamir Cheema, Mohammed Eunus Ali, Md Rizwan Parvez

Comments: 40 pages, 21 figures

Subjects: Computation and Language (cs.CL)

[28] arXiv:2501.00330 [pdf, html, other]

Title: Exploring the Implicit Semantic Ability of Multimodal Large Language Models: A Pilot Study on Entity Set Expansion

Hebin Wang, Yangning Li, Yinghui Li, Hai-Tao Zheng, Wenhao Jiang, Hong-Gee Kim

Comments: ICASSP 2025

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Information Retrieval (cs.IR)

[29] arXiv:2501.00332 [pdf, html, other]

Title: MAIN-RAG: Multi-Agent Filtering Retrieval-Augmented Generation

Chia-Yuan Chang, Zhimeng Jiang, Vineeth Rakesh, Menghai Pan, Chin-Chia Michael Yeh, Guanchu Wang, Mingzhi Hu, Zhichao Xu, Yan Zheng, Mahashweta Das, Na Zou

Subjects: Computation and Language (cs.CL); Information Retrieval (cs.IR)

[30] arXiv:2501.00334 [pdf, html, other]

Title: Loss-Aware Curriculum Learning for Chinese Grammatical Error Correction

Ding Zhang, Yangning Li, Lichen Bai, Hao Zhang, Yinghui Li, Haiye Lin, Hai-Tao Zheng, Xin Su, Zifei Shan

Comments: ICASSP 2025

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI)

[31] arXiv:2501.00339 [pdf, html, other]

Title: Rethinking Layer Removal: A Hybrid Pruning Framework Combining Layer Removal and Singular Value Selection for Efficient LLM Compression

Kainan Liu, Yong Zhang, Ning Cheng, Zhitao Li, Shaojun Wang, Jing Xiao

Comments: 16 pages, 5 figures

Subjects: Computation and Language (cs.CL); Machine Learning (cs.LG)

[32] arXiv:2501.00343 [pdf, html, other]

Title: Chunk-Distilled Language Modeling

Yanhong Li, Karen Livescu, Jiawei Zhou

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI)

[33] arXiv:2501.00353 [pdf, other]

Title: RAG-Instruct: Boosting LLMs with Diverse Retrieval-Augmented Instructions

Wanlong Liu, Junying Chen, Ke Ji, Li Zhou, Wenyu Chen, Benyou Wang

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[34] arXiv:2501.00391 [pdf, html, other]

Title: Trajectories of Change: Approaches for Tracking Knowledge Evolution

Raphael Schlattmann, Malte Vogl

Subjects: Computation and Language (cs.CL); History and Philosophy of Physics (physics.hist-ph)

[35] arXiv:2501.00425 [pdf, html, other]

Title: Whisper Turns Stronger: Augmenting Wav2Vec 2.0 for Superior ASR in Low-Resource Languages

Or Haim Anidjar, Revital Marbel, Roi Yozevitch

Comments: 15 pagesm 3 figures

Subjects: Computation and Language (cs.CL); Sound (cs.SD); Audio and Speech Processing (eess.AS)

[36] arXiv:2501.00430 [pdf, html, other]

Title: Enhancing LLM Reasoning with Multi-Path Collaborative Reactive and Reflection agents

Chengbo He, Bochao Zou, Xin Li, Jiansheng Chen, Junliang Xing, Huimin Ma

Subjects: Computation and Language (cs.CL)

[37] arXiv:2501.00509 [pdf, html, other]

Title: Fotheidil: an Automatic Transcription System for the Irish Language

Liam Lonergan, Ibon Saratxaga, John Sloan, Oscar Maharog, Mengjie Qian, Neasa Ní Chiaráin, Christer Gobl, Ailbhe Ní Chasaide

Comments: Accepted to the 5th Celtic Language Technology Workshop within COLING 2025

Subjects: Computation and Language (cs.CL); Sound (cs.SD); Audio and Speech Processing (eess.AS)

[38] arXiv:2501.00522 [pdf, html, other]

Title: TinyHelen's First Curriculum: Training and Evaluating Tiny Language Models in a Simpler Language Environment

Ke Yang, Volodymyr Kindratenko, ChengXiang Zhai

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI)

[39] arXiv:2501.00529 [pdf, html, other]

Title: Sinhala Transliteration: A Comparative Analysis Between Rule-based and Seq2Seq Approaches

Yomal De Mel, Kasun Wickramasinghe, Nisansa de Silva, Surangika Ranathunga

Comments: 8 pages, 7 tables

Journal-ref: https://aclanthology.org/2025.indonlp-1.19/

Subjects: Computation and Language (cs.CL)

[40] arXiv:2501.00530 [pdf, html, other]

Title: Superposition in Transformers: A Novel Way of Building Mixture of Experts

Ayoub Ben Chaliah, Hela Dellagi

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI)

[41] arXiv:2501.00559 [pdf, html, other]

Title: AraSTEM: A Native Arabic Multiple Choice Question Benchmark for Evaluating LLMs Knowledge In STEM Subjects

Ahmad Mustapha, Hadi Al-Khansa, Hadi Al-Mubasher, Aya Mourad, Ranam Hamoud, Hasan El-Husseini, Marwah Al-Sakkaf, Mariette Awad

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI)

[42] arXiv:2501.00560 [pdf, html, other]

Title: Re-evaluating Automatic LLM System Ranking for Alignment with Human Preference

Mingqi Gao, Yixin Liu, Xinyu Hu, Xiaojun Wan, Jonathan Bragg, Arman Cohan

Comments: Findings of NAACL 2025

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[43] arXiv:2501.00562 [pdf, html, other]

Title: An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems

Hashmath Shaik, Alex Doboli

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI)

[44] arXiv:2501.00571 [pdf, html, other]

Title: KnowRA: Knowledge Retrieval Augmented Method for Document-level Relation Extraction with Comprehensive Reasoning Abilities

Chengcheng Mai, Yuxiang Wang, Ziyu Gong, Hanxiang Wang, Yihua Huang

Comments: This work has been accepted by IJCAI 2025 (CCF A)

Subjects: Computation and Language (cs.CL)

[45] arXiv:2501.00581 [pdf, other]

Title: Are the Values of LLMs Structurally Aligned with Humans? A Causal Perspective

Yipeng Kang, Junqi Wang, Yexin Li, Mengmeng Wang, Wenming Tu, Quansen Wang, Hengli Li, Tingjun Wu, Xue Feng, Fangwei Zhong, Zilong Zheng

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[46] arXiv:2501.00593 [pdf, html, other]

Title: Setting Standards in Turkish NLP: TR-MMLU for Large Language Model Evaluation

M. Ali Bayram, Ali Arda Fincan, Ahmet Semih Gümüş, Banu Diri, Savaş Yıldırım, Öner Aytaş

Comments: 6 pages, 2 tables, submitted to arXiv for review. Includes a comprehensive evaluation framework for Turkish NLP tasks and state-of-the-art LLM evaluations

Subjects: Computation and Language (cs.CL)

[47] arXiv:2501.00598 [pdf, html, other]

Title: "Dialogue" vs "Dialog" in NLP and AI research: Statistics from a Confused Discourse

David Gros

Subjects: Computation and Language (cs.CL)

[48] arXiv:2501.00608 [pdf, other]

Title: Optimizing Speech-Input Length for Speaker-Independent Depression Classification

Tomasz Rutowski, Amir Harati, Yang Lu, Elizabeth Shriberg

Journal-ref: Proceedings Interspeech, 2019

Subjects: Computation and Language (cs.CL); Audio and Speech Processing (eess.AS)

[49] arXiv:2501.00617 [pdf, other]

Title: Toward Corpus Size Requirements for Training and Evaluating Depression Risk Models Using Spoken Language

Tomek Rutowski, Amir Harati, Elizabeth Shriberg, Yang Lu, Piotr Chlebek, Ricardo Oliveira

Journal-ref: Proceedings Interspeech, 2022

Subjects: Computation and Language (cs.CL); Sound (cs.SD); Audio and Speech Processing (eess.AS)

[50] arXiv:2501.00644 [pdf, html, other]

Title: Efficient Standardization of Clinical Notes using Large Language Models

Daniel B. Hier, Michael D. Carrithers, Thanh Son Do, Tayo Obafemi-Ajayi

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI)