Knowing Is Not Choosing: What Explicit Verification Adds Beyond Generative Preference
cs.CL
Submitted: 2026-09-27
Updated: 2026-09-29
Terminology
Sources
- Large Language Monkeys: Scaling Inference Compute with Repeated Sampling
- Qwen-Scope: Turning Sparse Features into Development Tools for Large Language Models
- The Pile: An 800GB Dataset of Diverse Text for Language Modeling
- Gemma 2: Improving Open Language Models at a Practical Size
- Estimating Knowledge in Large Language Models Without Generating a Single Token
- The Llama 3 Herd of Models
- PARALLAX: Separating Genuine Hallucination Detection from Benchmark Construction Artifacts
- Language Models (Mostly) Know What They Know
- Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs
- Gemma Scope: Open Sparse Autoencoders Everywhere All At Once on Gemma 2
- Real-Time Detection of Hallucinated Entities in Long-Form Generation
- LLMs Know More Than They Show: On the Intrinsic Representation of LLM Hallucinations
- Qwen3 Technical Report
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