#Evaluation Methods
Latest news articles tagged with "Evaluation Methods". Follow the timeline of events, related topics, and entities.
Articles (6)
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🇺🇸 ICE: Intervention-Consistent Explanation Evaluation with Statistical Grounding for LLMs
[USA]
arXiv:2603.18579v1 Announce Type: cross Abstract: Evaluating whether explanations faithfully reflect a model's reasoning remains an open problem. Existing benchmarks use single interventions without ...
Related: #AI Explainability -
🇺🇸 Detection Is Cheap, Routing Is Learned: Why Refusal-Based Alignment Evaluation Fails
[USA]
arXiv:2603.18280v1 Announce Type: cross Abstract: Current alignment evaluation mostly measures whether models encode dangerous concepts and whether they refuse harmful requests. Both miss the layer w...
Related: #AI Alignment -
🇺🇸 Efficient LLM Safety Evaluation through Multi-Agent Debate
[USA]
arXiv:2511.06396v3 Announce Type: replace Abstract: Safety evaluation of large language models (LLMs) increasingly relies on LLM-as-a-judge pipelines, but strong judges can still be expensive to use ...
Related: #AI Safety -
🇺🇸 Build, Judge, Optimize: A Blueprint for Continuous Improvement of Multi-Agent Consumer Assistants
[USA]
arXiv:2603.03565v1 Announce Type: new Abstract: Conversational shopping assistants (CSAs) represent a compelling application of agentic AI, but moving from prototype to production reveals two underex...
Related: #Artificial Intelligence, #Conversational Shopping Assistants, #Multi-Agent Systems -
🇺🇸 SC-Arena: A Natural Language Benchmark for Single-Cell Reasoning with Knowledge-Augmented Evaluation
[USA]
arXiv:2602.23199v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly applied in scientific research, offering new capabilities for knowledge discovery and reasoning. In singl...
Related: #Artificial Intelligence, #Scientific Research -
🇺🇸 CARE Drive A Framework for Evaluating Reason-Responsiveness of Vision Language Models in Automated Driving
[USA]
arXiv:2602.15645v1 Announce Type: new Abstract: Foundation models, including vision language models, are increasingly used in automated driving to interpret scenes, recommend actions, and generate na...
Related: #Automated Driving, #Foundation Models, #Vision‑Language Models, #Explainability
Key Entities (4)
- United States Immigration and Customs Enforcement (1 news)
- Large language model (1 news)
- Cellular model (1 news)
- Continual improvement process (1 news)
About the topic: Evaluation Methods
The topic "Evaluation Methods" aggregates 6+ news articles from various countries.