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Shreya Shukla

3 accepted papers

2026

qa-FLoRA: Data-free query-adaptive Fusion of LoRAs for LLMs

AAAI 2026technical

The deployment of large language models for specialized tasks often requires domain-specific parameter-efficient finetuning through Low-Rank Adaptation (LoRA) modules. However, effectively fusing these adapters to handle complex, multi-domain composite queries remains a critical challenge. Existing

Cited by 0SourcePDFScholar
2025

PatentLMM: Large Multimodal Model for Generating Descriptions for Patent Figures

AAAI 2025technical

Writing comprehensive and accurate descriptions of technical drawings in patent documents is crucial to effective knowledge sharing and enabling the replication and protection of intellectual property. However, automation of this task has been largely overlooked by the research community. To this en…

2025

Thought2Text: Text Generation from EEG Signal using Large Language Models (LLMs)

NAACL 2025findings

Decoding and expressing brain activity in a comprehensible form is a challenging frontier in AI. This paper presents *Thought2Text*, which uses instruction-tuned Large Language Models (LLMs) fine-tuned with EEG data to achieve this goal. The approach involves three stages: (1) training an EEG encode…