Auto86%Harbor: pendingMultimodalAgentic / Tool Use

InteractionBench

InteractionBench: A Real-Time Interaction Benchmark for Streaming Video Systems

Evaluates streaming video assistants on speech timing and silence compliance across 1,060 interactions in 812 videos, covering queries, events, and updates.

How to run

ltb · interactionbench
$ npm i -g lettokenburn-cli
$ ltb bench info interactionbench

External harness. No Harbor adapter has been generated for this benchmark yet. `ltb bench info` prints the known links.

Runs happen on your machine with your own subscription; only the score summary is pushed. CLI docs

Scores

12 sourced entries
HarnessSourceConfidenceLink
Claude Sonnet 5 agent66.1agentIndependentmediumOct 5, 2026arxiv.org
GPT-5.6 Sol agent58.8agentIndependentmediumOct 5, 2026arxiv.org
Claude Sonnet 544.6N/AIndependentmediumOct 5, 2026arxiv.org
Gemini 2.5 Flash35.5N/AIndependentmediumOct 5, 2026arxiv.org
Qwen3-VL-8B-Instruct34.8N/AIndependentmediumOct 5, 2026arxiv.org
LLaVA-OV234.5N/AIndependentmediumOct 5, 2026arxiv.org
MiniCPM-o29.0N/AIndependentmediumOct 5, 2026arxiv.org
Gemma-3n27.8N/AIndependentmediumOct 5, 2026arxiv.org
Qwen3-VL-4B26.2N/AIndependentmediumOct 5, 2026arxiv.org
LLaVA-OV25.6N/AIndependentmediumOct 5, 2026arxiv.org
Qwen2.5-Omni18.7N/AIndependentmediumOct 5, 2026arxiv.org
Flash-VStream14.3N/AIndependentmediumOct 5, 2026arxiv.org

Every number links to where it was published. Low-confidence rows are muted and need per-cell verification.

Reproduced by the community

All runs
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About

Contains 812 videos with 1,060 interactions across six tasks (Look, Recall, Time, Alert, Track, Commentate), including negative streams and near-miss suites to test silence.

Scores content accuracy, timing accuracy, and silence compliance into an Overall score. Evaluations reveal that timely speech often compromises silence, and offline scores mispredict online behavior.