📰 Workshop on Benchmarks, Harmonization, Annotation, and Standardization for Human-Centric AI in Indian Languages 2025 — accepted papers

Workshop on Benchmarks, Harmonization, Annotation, and Standardization for Human-Centric AI in Indian Languages 2025 is the 2025 edition of the Workshop on Benchmarks, Harmonization, Annotation, and Standardization for Human-Centric AI in Indian Languages, held in Mumbai, India, December 2025 (publisher: Association for Computational Linguistics). The ACL Anthology lists 18 papers of it; our library holds 2 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

📍 Mumbai, India · 🗓 December 2025

All accepted papers (18)

The most cited first; 2 with our summary link to their page here, the others to the original.

1. AnciDev: A Dataset for High-Accuracy Handwritten Text Recognition of Ancient Devanagari Manuscripts ↗Vriti Sharma, Rajat Verma, Rohit Saluja2 citations
2. Indian Grammatical Tradition-Inspired Universal Semantic Representation Bank (USR Bank 1.0) ↗Soma Paul, Sukhada Sukhada, Bidisha Bhattacharjee et al.1 citation
3. A3-108 at BHASHA Task1: Asymmetric BPE configuration for Grammar Error Correction ↗Saumitra Yadav, Manish Shrivastava
4. Accent Placement Models for Rigvedic Sanskrit Text ↗Akhil Rajeev P, Annarao Kulkarni
5. Aligning Large Language Models to Low-Resource Languages through LLM-Based Selective Translation: A Systematic Study ↗Rakesh Paul, Anusha Kamath, Kanishk Singla et al.
6. Auditing Political Bias in Text Generation by GPT-4 using Sociocultural and Demographic Personas: Case of Bengali Ethnolinguistic Communities ↗Dipto Das, Syed Ishtiaque Ahmed, Shion Guha
7. Automatic Accent Restoration in Vedic Sanskrit with Neural Language Models ↗Yuzuki Tsukagoshi, Ikki Ohmukai
8. BHRAM-IL: A Benchmark for Hallucination Recognition and Assessment in Multiple Indian Languages ↗Hrishikesh Terdalkar, Kirtan Bhojani, Aryan Dongare et al.
9. Benchmarking Hindi LLMs: A New Suite of Datasets and a Comparative Analysis ↗Anusha Kamath, Kanishk Singla, Rakesh Paul et al.
10. DLRG at BHASHA: Task 1 (IndicGEC): A Hybrid Neurosymbolic Approach for Tamil and Malayalam Grammatical Error Correction ↗Akshay Ramesh, Ratnavel Rajalakshmi
11. Findings of the IndicGEC and IndicWG Shared Task at BHASHA 2025 ↗Pramit Bhattacharyya, Karthika N J, Hrishikesh Terdalkar et al.
12. INDRA: Iterative Difficulty Refinement Attention for MCQ Difficulty Estimation for Indic Languages ↗Manikandan Ravikiran, Rohit Saluja, Arnav Bhavsar
13. Multi-Feature Graph Convolution Network for Hindi OCR Verification ↗Shikhar Dubey, Krish Mittal, Sourava Kumar Behera et al.
14. Mātṛkā: Multilingual Jailbreak Evaluation of Open-Source Large Language Models ↗Murali Emani, Kashyap Manjusha R
15. Niyamika at BHASHA Task 1: Word-Level Transliteration for English-Hindi Mixed Text in Grammar Correction Using MT5Rucha Ambaliya, Mahika Dugar, Pruthwik Mishraour summary
16. Team Horizon at BHASHA Task 1: Multilingual IndicGEC with Transformer-based Grammatical Error Correction Models ↗Manav Dhamecha, Sunil Jaat, Gaurav Damor et al.
17. Team Horizon at BHASHA Task 2: Fine-tuning Multilingual Transformers for Indic Word Grouping ↗Manav Dhamecha, Gaurav Damor, Sunil Jaat et al.
18. akhilrajeevp at BHASHA Task 1: Minimal-Edit Instruction Tuning for Low-Resource Indic GEC ↗Akhil Rajeev P

📄 Papers with our summary in our library (2)

The most cited first (OpenAlex citations plus our library's).

1. Niyamika at BHASHA Task 1: Word-Level Transliteration for English-Hindi Mixed Text in Grammar Correction Using MT5Workshop on Benchmarks, Harmonization, Annotation, and Standardization for Human-Centric AI in Indian LanguagesRucha Ambaliya, Mahika Dugar, Pruthwik Mishra2025
2. Proceedings of the 1st Workshop on Benchmarks, Harmonization, Annotation, and Standardization for Human-Centric AI in Indian Languages (BHASHA 2025)Workshop on Benchmarks, Harmonization, Annotation, and Standardization for Human-Centric AI in Indian LanguagesArnab Bhattacharya, Pawan Goyal, Saptarshi Ghosh, et al.2025

🧭 Top topics

Topics of its works in our library, with the number of works on each.

📏Evaluation & benchmarks (1)🖍️Grammatical error correction & learner language (1)English (1)

📚 Fields

🎭Arts and Humanities (2)🖥️Computer Science (1)

🧑‍🔬 Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

🏛️ Top institutions

Institutions on the bylines of its works here, by the number of works.

🎓Sardar Vallabhbhai National Institute of Technology SuratSurat · India1 work here🎓Indian Institute of Technology KanpurKanpur · India1 work here

Place and dates from the event's site or the ACL Anthology; works and citations from OpenAlex and our library.

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