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@@ -38,8 +38,8 @@ Structured eval data: [`.eval_results/parsebench.yaml`](./.eval_results/parseben
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  - **Benchmark**: [ParseBench-Full](https://huggingface.co/datasets/llamaindex/ParseBench) — 2,037 single-page PDFs from real enterprise documents (insurance, finance, government, scientific, etc.)
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  - **Evaluator**: official [`parse-bench`](https://github.com/run-llama/ParseBench) CLI
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- - **Scoring mode**: rule-only (`LLAMACLOUD_BENCH_LLM_NORMALIZATION=off`) — stricter than the leaderboard's default judge mode; scores would likely be a few points higher under judge mode
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  ## Public leaderboard
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  Full benchmark comparison across all 47 entries: [parsebench.ai](https://www.parsebench.ai/)
 
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  - **Benchmark**: [ParseBench-Full](https://huggingface.co/datasets/llamaindex/ParseBench) — 2,037 single-page PDFs from real enterprise documents (insurance, finance, government, scientific, etc.)
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  - **Evaluator**: official [`parse-bench`](https://github.com/run-llama/ParseBench) CLI
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+ - **Scoring mode**: rule-only (`LLAMACLOUD_BENCH_LLM_NORMALIZATION=off`) — stricter than the leaderboard's default judge mode.
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+ -
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  ## Public leaderboard
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  Full benchmark comparison across all 47 entries: [parsebench.ai](https://www.parsebench.ai/)