Bidirectional Semantic Enhancement for Schema Routing Across Large-Scale Databases (2026)
The paper tackles schema routing: picking the few relevant tables from repositories that may hold thousands of them before an LLM writes SQL.
LLMs Meet Isolation Kernel: Lightweight, Learning-free Binary Embeddings for Fast Retrieval (2026)
Embeddings from LLM-based encoders such as LLM2Vec or Qwen3 often have thousands of dimensions, which makes storage and search expensive.
Thermometer of Thoughts: Enhancing LLM's Exploration via Attention Temperature Modulation (2026)
The paper tackles weak exploration in LLM reasoning. Standard stochastic decoding only samples from the model's next-token distribution, so the model keeps reasoning along the same habitual lines. The authors instead change the attention temperature, the factor that sets how sharply attention weights concentrate on…
TrigReason: Trigger-Based Collaboration between Small and Large Reasoning Models (2026)
Large Reasoning Models (LRMs) solve hard problems well, but their long chains of thought make inference slow.

Co-authors here

9 co-authors with a page, the most papers together first.

Venues

Where their works here were published, the most works first, with the editions of those that have a page.

Updated 2 November 2026