Author

Simran Khanuja

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Preprint Oct 2026

T-DIG: Text-Conditioned Diversity for Image Generation

Text-to-image (T2I) platforms typically return several images per prompt so users can explore different visual interpretations and choose one that matches their intent. However, T2I models are usually optimized for single-image quality which comes at a cost of multi-image diversity, limiting this exploration. Diversity...

Simran Khanuja, Rohit Gandikota, Gaurav Parmar et al. · 0 citations

#natural language process... Preprint Sep 2026

Think Before You Link: Rarity, Reasoning, and Retrieval in Multilingual Entity Linking

A simple, training-free framework in which a reasoning-capable vision-language model iteratively searches and reasons over Wikipedia, gathering evidence dynamically, shows that reasoning and retrieval are complementary on rare entities.

Parinthapat Pengpun, Simran Khanuja, Graham Neubig · 0 citations

#artificial intelligence Preprint Sep 2026

NormViz: A Benchmark and Framework for Grounding Multimodal Reasoning in Global Cultures

Though absolute performance remains low, finetuning on NormViz-Train improves pair accuracy relatively by up to 125% and 36% Qwen3-VL 4B and 8B respectively, showing a path forward to teach models to connect visual perception to cultural significance.

Akhila Yerukola, Fabrice Y. Harel-Canada, Simran Khanuja et al. · 0 citations