Papers
“AGI” team at SHROOM-CAP: Data-Centric Approach to Multilingual Hallucination Detection using XLM-RoBERTa
Harsh Rathwa, Pruthwik Mishra, Shrikant Malviya
SmurfCat at SHROOM-CAP: Factual but Awkward? Fluent but Wrong? Tackling Both in LLM Scientific QA
Timur Ionov, Evgenii Nikolaev, Artem Vazhentsev et al.
SHROOM-CAP: Shared Task on Hallucinations and Related Observable Overgeneration Mistakes in Crosslingual Analyses of Publications
Aman Sinha, Federica Gamba, Raúl Vázquez et al.
A Comprehensive Evaluation of Large Language Models for Retrieval-Augmented Generation under Noisy Conditions
Josue Caldas, Elvis de Souza
Language Confusion and Multilingual Performance: A Case Study of Thai-Adapted Large Language Models
Pakhapoom Sarapat, Trapoom Ukarapol, Tatsunori Hashimoto
Leveraging NTPs for Efficient Hallucination Detection in VLMs
Ofir Azachi, Kfir Eliyahu, Eyal El Ani et al.
Better Together: Towards Localizing Fact-Related Hallucinations using Open Small Language Models
David Kletz, Sandra Mitrovic, Ljiljana Dolamic et al.
Examining the Faithfulness of Deepseek R1’s Chain-of-Thought Reasoning
Chrisanna Cornish, Anna Rogers
Task-Aware Evaluation and Error-Overlap Analysis for Large Language Models
Pranava Madhyastha
Team Horizon at BHASHA Task 2: Fine-tuning Multilingual Transformers for Indic Word Grouping
Manav Dhamecha, Gaurav Damor, Sunil Jaat et al.
DLRG at BHASHA: Task 1 (IndicGEC): A Hybrid Neurosymbolic Approach for Tamil and Malayalam Grammatical Error Correction
Akshay Ramesh, Ratnavel Rajalakshmi
A3-108 at BHASHA Task1: Asymmetric BPE configuration for Grammar Error Correction
Saumitra Yadav, Manish Shrivastava
Team Horizon at BHASHA Task 1: Multilingual IndicGEC with Transformer-based Grammatical Error Correction Models
Manav Dhamecha, Sunil Jaat, Gaurav Damor et al.
Niyamika at BHASHA Task 1: Word-Level Transliteration for English-Hindi Mixed Text in Grammar Correction Using MT5
Rucha Ambaliya, Mahika Dugar, Pruthwik Mishra
Findings of the IndicGEC and IndicWG Shared Task at BHASHA 2025
Pramit Bhattacharyya, Karthika N J, Hrishikesh Terdalkar et al.
Accent Placement Models for Rigvedic Sanskrit Text
Akhil Rajeev P, Annarao Kulkarni
Mātṛkā: Multilingual Jailbreak Evaluation of Open-Source Large Language Models
Murali Emani, Kashyap Manjusha R
BHRAM-IL: A Benchmark for Hallucination Recognition and Assessment in Multiple Indian Languages
Hrishikesh Terdalkar, Kirtan Bhojani, Aryan Dongare et al.
AnciDev: A Dataset for High-Accuracy Handwritten Text Recognition of Ancient Devanagari Manuscripts
Vriti Sharma, Rajat Verma, Rohit Saluja
Automatic Accent Restoration in Vedic Sanskrit with Neural Language Models
Yuzuki Tsukagoshi, Ikki Ohmukai
Aligning Large Language Models to Low-Resource Languages through LLM-Based Selective Translation: A Systematic Study
Rakesh Paul, Anusha Kamath, Kanishk Singla et al.
Benchmarking Hindi LLMs: A New Suite of Datasets and a Comparative Analysis
Anusha Kamath, Kanishk Singla, Rakesh Paul et al.
INDRA: Iterative Difficulty Refinement Attention for MCQ Difficulty Estimation for Indic Languages
Manikandan Ravikiran, Rohit Saluja, Arnav Bhavsar