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cs.CL2026
ChunkWise LoRA: Adaptive Sequence Partitioning for Memory-Efficient Low-Rank Adaptation and Accelerated LLM Inference
Ketan Thakkar, Maitreyi Chatterjee, Ramasubramanian Balasubramanian +2
Recent advances in low-rank adaptation (LoRA) have enabled efficient fine-tuning of large language models (LLMs) with minimal additional parameters. However, existing LoRA methods…
cs.CL2025
Semantic Anchoring in Agentic Memory: Leveraging Linguistic Structures for Persistent Conversational Context
Maitreyi Chatterjee, Devansh Agarwal
Large Language Models (LLMs) have demonstrated impressive fluency and task competence in conversational settings. However, their effectiveness in multi-session and long-term intera…
cs.CL2025
Are Triggers Needed for Document-Level Event Extraction?
Shaden Shaar, Wayne Chen, Maitreyi Chatterjee +3
Most existing work on event extraction has focused on sentence-level texts and presumes the identification of a trigger-span -- a word or phrase in the input that evokes the occurr…