CommunityJul 18, 20262026-07-184 minVerified
Why LLM Refusal Behavior Differs Across Safety Boundaries
How model-specific refusal thresholds and context handling shape overrefusal, safety boundaries, and response quality.
SourceMay 23, 20262026-05-234 minVerified
Structuring Table QA With Navigation And Progressive Inference
A look at structuring table QA with guided cell navigation and staged inference to improve accuracy and verify evidence paths.
SourceApr 3, 20262026-04-035 minVerified
Prompt-Guided Image Compression for VLM Efficiency Gains
How prompt-guided image compression for VLMs shifts focus from human visual quality to preserving clues needed for tasks.
CommunityMar 10, 20262026-03-104 minVerified
Distinguishing Logprobs From Self-Reported Confidence in Prompts
Explains why token logprobs differ from natural-language confidence, and how to test multi-candidate prompts with seeds and evals.
CommunityMar 8, 20262026-03-085 minVerified
Why Custom Instructions Personas Drift Under Hierarchy
Model Spec’s chain of command can override custom instructions, causing persona and reasoning drift. Design priorities, exceptions, and fallbacks to improve reproducibility.
SourceMar 7, 20262026-03-073 minVerified
Evaluating Zero-Shot MLLMs for Reliable Video Anomaly Alerts
Assesses zero-shot MLLMs for video anomaly detection, focusing on false alarms/misses, prompt specificity, 1–3s clips, and PR/F1 evaluation.
CommunityMar 4, 20262026-03-045 minVerified
Tokenizer Pitfalls That Masquerade As Reasoning Failures
How whitespace, Unicode normalization, and token boundaries can look like reasoning failures, and how to control evaluation setups.
CommunityMar 2, 20262026-03-025 minVerified
Measuring And Controlling Variance In Generative AI Recommendations
Generative AI recommendations can vary by default. Measure variance via reruns, improve reproducibility with seed and system_fingerprint, and add constraints and checklists.
CommunityFeb 17, 20262026-02-174 minVerified
Sycophancy Risks: When Conversational AI Over-Agrees With Users
Why conversational AI sycophancy is treated as a quality/alignment risk in official docs and evals, plus practical mitigation prompts.
CommunityFeb 16, 20262026-02-164 minVerified
Designing Boundaries for Relationship Tests in AI Chats
How to handle relationship-test prompts in AI chats: set refusal boundaries with Safe Complete, document branching rules, and validate via evaluation.
CommunityFeb 12, 20262026-02-125 minVerified
PersonaPlex Enables Low Latency Consistent Voice Personas
PersonaPlex combines text role prompts and audio voice prompts to keep consistent personas in low-latency, full-duplex speech conversations.