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CharlesYang030 244e346b83 SkillOpt v0.1.0: initial release

- Skill optimization framework with training loop analogy
- 11 benchmarks, 4 model backends (Azure OpenAI, Claude, Codex, Qwen)
- WebUI for browser-based training control
- Pluggable architecture for extending benchmarks and backends

2026-05-21 17:22:04 +00:00

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MMRB Multi-Image Reasoning Heuristics

Cross-Image Alignment

Track the role of each image by its index and compare evidence across all referenced images before deciding.
When the question depends on sequence, correspondence, or retrieval, verify the relation between images instead of judging each image independently.

Option Elimination

For multiple-choice tasks, compare all options and reject choices that match only part of the visual evidence.
If options differ by a small visual detail, use the most discriminative cue rather than a coarse scene impression.

Open Answers

For open-ended tasks, give the shortest answer that is fully supported by the combined images.
Preserve exact entities, attributes, counts, and directions when the images support them directly.

Final Answer

Output only the final answer inside ....