Author

Dushyanta Dhyani

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#natural language process... Preprint Sep 2026

Scaling E-Commerce Attribute Extraction with Parallel Decoding

This work introduces a two-stage LLM pipeline that first discovers a compact, ranked schema of purchase-discriminative attributes for each product category, then extracts their values from catalog text using a fine-tuned compact LLM (Qwen3-4B) with Hyper-Parallel Decoding (HPD).

Nikhita Vedula, Dushyanta Dhyani, Bryan Wang et al. · 0 citations

#natural language process... Preprint Sep 2026

Intra-Prompt Parallel Decoding for Common-Context Question Answering

Intra-Prompt Parallel Decoding (IPPD), a novel inference method that answers multiple common-context questions in parallel within a single prompt without requiring fine-tuning or any changes to the LLM architecture, is presented.

Theodore Glavas, Nikhita Vedula, Dushyanta Dhyani et al. · 1 citation