Not All Memories Are Equal: Hierarchical Collaborative Memory for Validity-Aware Retrieval in LLM Agents
In team collaboration scenarios, memory is heterogeneous and continually evolving.
#LLM
관련 글 8건 · 1/1쪽Auditing and Repairing LLM-as-Judge Failures in a Production Text-to-SQL Pipeline
Production text-to-SQL pipelines often end with an LLM-as-judge whose agreement with human annotators has never actually been measured.
When Is a Multi-Agent Code Judge Actually Grounded? Two Label-Free Measurements, and a Judge That Declines to Guess
When one language model judges whether another's code is correct, it does not report the absence of evidence.
Bridging LLM Agents and Data Spaces: An Architectural Mediation Approach using the Model Context Protocol
Data Spaces enable sovereign and governed data sharing across organizational boundaries, but their integration with AI agents remains challenging due to mismatches between…
Agentic Workflows for Resolving Conflict Over Shared Resources: A Power Grid Application
The increasing use of LLM-based agents to support decision-making and control across diverse domains motivates the need for systematic deconfliction of their proposed actions.
BuildOcc: A Large Language Model Occupant Agent Platform for Building Energy Research
Occupants are a primary source of uncertainty in building energy consumption and management, yet existing occupant behavior models cannot capture adaptive and reasoning responses…
Parts-of-Speech as Emergent Categories in SAE Latent Space
Sparse AutoEncoders (SAEs) offer a promising way to inspect language model representations, but it is still unclear what kind of linguistic structure their latents expose.
Hunyuan-A13B Technical Report
We present Hunyuan-A13B, an open-source large language model based on a Mixture-of-Experts architecture.