Auto86%Harbor: pendingMultimodalAbstract Reasoning

SpaceConflict

A multimodal benchmark of 23,196 inputs evaluating spatial reasoning from reportable facts to usable states across four levels (L1-L4) using a Supported/Contradictory/Unknown judgment interface.

How to run

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

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
Qwen3.6 27B65.2N/AIndependentmediumOct 2, 2026arxiv.org
qwen3.5-27B62.5N/AIndependentmediumOct 2, 2026arxiv.org
InternVL3.5-14B60.5N/AIndependentmediumOct 2, 2026arxiv.org
qwen3.5-9B59.3N/AIndependentmediumOct 2, 2026arxiv.org
InternVL3.5-8B-Instruct57.8N/AIndependentmediumOct 2, 2026arxiv.org
google/gemma-4-31B-it57.0N/AIndependentmediumOct 2, 2026arxiv.org
Qwen3.8 27B56.6N/AIndependentmediumOct 2, 2026arxiv.org
Qwen3.5 4B55.8N/AIndependentmediumOct 2, 2026arxiv.org
Qwen2.5-VL-32B54.2N/AIndependentmediumOct 2, 2026arxiv.org
Qwen3-VL-8B-Instruct51.0N/AIndependentmediumOct 2, 2026arxiv.org
Qwen3-VL-2B25.7N/AIndependentmediumOct 2, 2026arxiv.org
Qwen2.5-VL-7B24.4N/AIndependentmediumOct 2, 2026arxiv.org

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

Reproduced by the community

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About

SpaceConflict comprises 23,196 inputs organized into four levels: local fact binding, relational composition, cross-observation consistency, and state judgment under transformation. It uses controlled conflicts among visual evidence and spatial claims to test if models can use recovered facts in subsequent computation.

Scoring uses a unified Supported/Contradictory/Unknown classification interface, with PairAcc computed over matched pairs. The benchmark reveals an availability-utilization gap where models recover initial states but fail to use them for transformations, a gap narrowed by Operational State Supervision.