NLPExplorer

MMLoSo - 2025

Total Papers:- 15

Total Papers accross all years:- 15

Total Citations :- 0

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Proceedings of the 1st Workshop on Multimodal Models for Low-Resource Contexts and Social Impact (MMLoSo 2025)

Ankita Shukla | Sandeep Kumar | Amrit Singh Bedi | Tanmoy Chakraborty |

Findings of the MMLoSo 2025 Shared Task on Machine Translation into Tribal Languages

Toward Automatic Safe Driving Instruction: A Large-Scale Vision Language Model Approach

Challenge Track: Divide and Translate: Parameter Isolation with Encoder Freezing for Low-Resource Indic NMT

Vaibhav Kanojia |

Language as a Label: Zero-Shot Multimodal Classification of Everyday Postures under Data Scarcity

Ming Ze Tang | Jubal Chandy Jacob |

Challenge Track: JHARNA-MT: A Copy-Augmented Hybrid of LoRA-Tuned NLLB and Lexical SMT with Minimum Bayes Risk Decoding for Low-Resource Indic Languages

Domain-Specific Adaptation for ASR through Text-Only Fine-Tuning

Betty Kurian | Abhinav Upadhyay | Abhijeet Sengupta |

Artwork Interpretation with Vision Language Models: A Case Study on Emotions and Emotion Symbols

Sebastian Padó | Kerstin Thomas |

BengaliFig: A Low-Resource Challenge for Figurative and Culturally Grounded Reasoning in Bengali

Abdullah Al Sefat |

Evaluating IndicTrans2 and ByT5 for English–Santali Machine Translation Using the Ol Chiki Script

Kshetrimayum Boynao Singh | Asif Ekbal | Partha Pakray |

Challenge Track: Breaking Language Barriers: Adapting NLLB-200 and mBART for Bhilli, Gondi, Mundari, and Santali Without Source Language Proficiency

Paul Kamau |

Challenge Track: LoRAs in All Directions: Directional Adapters and Noisy-Channel Reranking for Indic MT

Sajay Raj |

MemeGuard: Transformer-Based Fusion for Multimodal Propaganda Detection in Low-Resource Social Media Memes

Md. Mohiuddin | Kawsar Ahmed | Shawly Ahsan | Mohammed Moshiul Hoque |

Towards Blind and Low-Vision Accessibility of Lightweight VLMs and Custom LLM-Evals

TRepLiNa: Layer-wise CKA+REPINA Alignment Improves Low-Resource Machine Translation in Aya-23 8B