الباحثون

Jie Jin

المنشورات 2

نسخة أولية وصول مفتوح

Batched Speech Decisions Without Decoding: Single-Token Supervision Lets a Frozen LLM Hear Beyond the Transcript

Jie Jin, Ziyin Ma, Min Yin وآخرون · 2026

Full-duplex voice agents make many small, closed decisions, which current systems answer by slow autoregressive decoding. We propose DuplexJev, which feeds ASR-encoder hidden states through a small connector into a frozen LLM and reads each question as a single-token distribution over its options. Nothing is decoded, a …

نسخة أولية وصول مفتوح

TMCS: Tool-Grounded Multi-Agent Reasoning for Compositional Chemical Problem Solving

Shengqin Wang, Jie Jin, Yu Cheng وآخرون · 2026

Despite the promise of Large Language Models (LLMs) in computational chemistry, rigorous combinatorial chemistry problems remain difficult because they require quantitatively constrained molecular modification, candidate validation, and systematic revision after failed attempts. Existing tool-augmented chemical agents …

المؤلفون المشاركون