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Add LongShOTBench evaluation results

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Add the LongShOTBench (NeurIPS 2026 Evaluations & Datasets Track) benchmark authors' published results for Video-R1-7B on overall, core_perception, reasoning, information and multimodal. Each value is a rubric-weighted score on a 0-100 scale; higher is better.

LongShOTBench evaluates long-form omni-modal video understanding: 3,401 open-ended single- and multi-turn samples (4,882 QA turns) over 274 real-world videos (~41 min avg) that require combining visual, speech and ambient-audio evidence. Answers are graded by an LLM judge (Qwen3-14B) against human-verified, weighted criterion-level rubrics.

Source: https://longshot.cvmbzuai.com/leaderboard
Benchmark: https://huggingface.co/datasets/MBZUAI/longshot-bench
Paper: https://arxiv.org/abs/2512.16978

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  1. .eval_results/longshotbench.yaml +45 -0
.eval_results/longshotbench.yaml ADDED
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+ - dataset:
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+ id: MBZUAI/longshot-bench
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+ task_id: overall
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+ value: 26.88
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+ source:
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+ url: https://longshot.cvmbzuai.com/leaderboard
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+ name: LongShOTBench official results
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+ user: MBZUAI
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+ notes: 'Rubric-weighted score (0-100), LLM judge Qwen3-14B; model input: Video.'
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+ - dataset:
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+ id: MBZUAI/longshot-bench
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+ task_id: core_perception
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+ value: 22.36
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+ source:
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+ url: https://longshot.cvmbzuai.com/leaderboard
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+ name: LongShOTBench official results
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+ user: MBZUAI
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+ notes: 'Rubric-weighted score (0-100), LLM judge Qwen3-14B; model input: Video.'
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+ - dataset:
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+ id: MBZUAI/longshot-bench
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+ task_id: reasoning
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+ value: 28.58
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+ source:
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+ url: https://longshot.cvmbzuai.com/leaderboard
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+ name: LongShOTBench official results
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+ user: MBZUAI
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+ notes: 'Rubric-weighted score (0-100), LLM judge Qwen3-14B; model input: Video.'
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+ - dataset:
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+ id: MBZUAI/longshot-bench
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+ task_id: information
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+ value: 25.0
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+ source:
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+ url: https://longshot.cvmbzuai.com/leaderboard
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+ name: LongShOTBench official results
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+ user: MBZUAI
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+ notes: 'Rubric-weighted score (0-100), LLM judge Qwen3-14B; model input: Video.'
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+ - dataset:
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+ id: MBZUAI/longshot-bench
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+ task_id: multimodal
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+ value: 31.57
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+ source:
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+ url: https://longshot.cvmbzuai.com/leaderboard
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+ name: LongShOTBench official results
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+ user: MBZUAI
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+ notes: 'Rubric-weighted score (0-100), LLM judge Qwen3-14B; model input: Video.'