Datasets:
Remove development-only records from the public benchmark package
Browse filesPackaging-only patch: remove browser/PDF inspection records, temporary build configuration and a superseded candidate audit. All scored Parquet rows, embeddings, image payloads, and prediction arrays remain unchanged.
- README.md +7 -5
- data/text/score-restoration-audit.json +0 -26
- manifest.json +10 -14
- media/multimodal/README.json +2 -2
- media/multimodal/robustness-benchmark-2000.zip +2 -2
- report/reproduction-manifest.json +1 -1
README.md
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@@ -81,7 +81,7 @@ blanket license is asserted over all upstream questions or images.
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## Evaluation guide
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Companion to **
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This card documents the RobustRouteBench experiment in Section 6.3 of the SinapisAI technical report, including the protocol and complete results previously collected in its RobustRouteBench appendix. The scored benchmark evaluates **offline request-level model selection** under a fixed candidate pool. It covers semantic rewrites, language changes, context noise, and multimodal perturbations. Model-ecosystem events and service recovery are complementary **extension protocols**, with no numerical event-replay or live-service results in the reported snapshot.
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## Reproducibility and release boundaries
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Use the
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Resolve and pin its Git revision through `revision=` when loading data for a fixed
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experiment. `manifest.json` records current file checksums; `release-audit.json`
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records structural/range/group/feature validation and the limits of score verification.
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Split inventories and
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The numerical source is `report/aggregate-results.json`, schema
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`routestressbench-report-v3`, with the same content used to generate the report
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tables and figure. `report/reproduction-manifest.json` identifies every ID-aligned,
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SHA256-checked per-run prediction file. Public baseline configurations and fitting
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code are in the [
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The
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recomputes report metrics from public data and prediction arrays. `--mode fit`
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re-trains the 12 public baselines; Mio is explicitly replay-only. Library/hardware
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differences can affect fitted neural outputs. Mio's internal training implementation,
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## Evaluation guide
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Companion to **Toward Collective Model Intelligence: Characterizing and Coordinating Models**, Section 6.3 (October 2026).
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This card documents the RobustRouteBench experiment in Section 6.3 of the SinapisAI technical report, including the protocol and complete results previously collected in its RobustRouteBench appendix. The scored benchmark evaluates **offline request-level model selection** under a fixed candidate pool. It covers semantic rewrites, language changes, context noise, and multimodal perturbations. Model-ecosystem events and service recovery are complementary **extension protocols**, with no numerical event-replay or live-service results in the reported snapshot.
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## Reproducibility and release boundaries
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Use the current **v1.1.1-20261015** release for reproducible experiments.
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This packaging update leaves scored rows, embeddings, predictions, and image payloads unchanged.
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Resolve and pin its Git revision through `revision=` when loading data for a fixed
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experiment. `manifest.json` records current file checksums; `release-audit.json`
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records structural/range/group/feature validation and the limits of score verification.
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Split inventories and image payloads are unchanged; the provenance-confirmed Text score
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repair and CLIP Multimodal features remain in effect.
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The numerical source is `report/aggregate-results.json`, schema
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`routestressbench-report-v3`, with the same content used to generate the report
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tables and figure. `report/reproduction-manifest.json` identifies every ID-aligned,
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SHA256-checked per-run prediction file. Public baseline configurations and fitting
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code are in the [companion repository](https://github.com/SinapisAI/collective-model-intelligence-private).
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The companion command `python -m examples.reproduce_report --mode replay --output runs/replay`
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recomputes report metrics from public data and prediction arrays. `--mode fit`
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re-trains the 12 public baselines; Mio is explicitly replay-only. Library/hardware
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differences can affect fitted neural outputs. Mio's internal training implementation,
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data/text/score-restoration-audit.json
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{
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"schema": "robustroutebench-score-restoration-v1",
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"candidate_release": true,
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"full_dataset_verification_complete": false,
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"unique_changed_cells": 20167,
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"changed_cells_by_published_split": {
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"train": 0,
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"validation": 522,
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"test": 20167
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},
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"other_columns_unchanged": true,
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"files": {
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"train-00000-of-00001.parquet": {
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"before_sha256": "c29e24b06a0b821e173e13af395532c9d209545b36a391e47e0da22ec9794213",
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"after_sha256": "bfd2c1eaa0c28be14d05140c6772675166218c41791e3899eca0c05e2237d19d"
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},
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"validation-00000-of-00001.parquet": {
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"before_sha256": "11d9104e32f4d396f170fda70c7fe1d9f0e1e1b66ca1fbe3baf4e9bcea5343f8",
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"after_sha256": "4252aa312ce90b09977d67d88fb7d87d570654ca8915a52c24aa5ad90bb8eac0"
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},
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"test-00000-of-00001.parquet": {
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"before_sha256": "cd351857a30a9f94f261e4df8ba6b433a8b75d484dd88b411c95b4a576f64ab2",
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"after_sha256": "6d6d78f6fa62098a613c12404e95f72fafa850f558b409d68623d72cc54c7c4e"
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}
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}
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}
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manifest.json
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@@ -1,6 +1,6 @@
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{
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"schema_version": "robust-route-bench-v1.1.0",
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"version": "1.1.
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"generated_at": "2026-10-15",
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"repository": "SinapisAI/RobustRouteBench",
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"fully_public": true,
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},
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"robust": {
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"path": "media/multimodal/robustness-benchmark-2000.zip",
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"bytes":
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"sha256": "
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}
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},
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"scenarios": {
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"sha256": "25a37064f44d101f433d64cf449100abed88dfd11bfe9e20fcb87573f2ad193b"
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},
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"README.md": {
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"bytes":
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"sha256": "
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},
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"data/chinese/test-00000-of-00001.parquet": {
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"bytes": 103944022,
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},
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"media/multimodal/README.json": {
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"bytes": 951,
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"sha256": "
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},
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"media/multimodal/benchmark-qa-5000.zip": {
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"bytes": 359143226,
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"sha256": "c744383941c15d147ac481e584f31ce1629e2066d7740da8a8413d9fb6985f66"
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},
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"media/multimodal/robustness-benchmark-2000.zip": {
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"bytes":
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"sha256": "
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},
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"metadata/chinese-models.json": {
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"bytes": 409,
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"bytes": 747976,
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"sha256": "f3bdccb183c6ef22b8c95cbd3231edb56636d2cb9d12a2ed06360241ecb384f3"
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},
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"data/text/score-restoration-audit.json": {
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"bytes": 998,
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"sha256": "cbce103c43b6f9db0163cd3570574c5197adef5fd4afa5b53fce82f4d9916a0b"
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},
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"release-audit.json": {
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"bytes": 2433,
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"sha256": "f74df6fe7ec0a23b4b9acd0ca8b7b065343299a84a9c12c291829cff1e43f980"
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},
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"report/reproduction-manifest.json": {
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"bytes": 17585,
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"sha256": "
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}
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},
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"parent_revision": "
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"score_repair": {
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"successful_text_cells_restored": 20167,
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"development_cells_restored": 522,
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{
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"schema_version": "robust-route-bench-v1.1.0",
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"version": "1.1.1-20261015",
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"generated_at": "2026-10-15",
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"repository": "SinapisAI/RobustRouteBench",
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"fully_public": true,
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},
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"robust": {
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"path": "media/multimodal/robustness-benchmark-2000.zip",
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"bytes": 454272640,
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"sha256": "0b64e70ac80792ff13b17b24dc06d72fccee1444592e0a3f24ca48eab456b831"
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}
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},
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"scenarios": {
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"sha256": "25a37064f44d101f433d64cf449100abed88dfd11bfe9e20fcb87573f2ad193b"
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},
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"README.md": {
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"bytes": 40712,
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"sha256": "828f3afade2e93791ce68f98e65cf4462cb89436db8e2906418621cca25ca6e1"
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},
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"data/chinese/test-00000-of-00001.parquet": {
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"bytes": 103944022,
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},
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"media/multimodal/README.json": {
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"bytes": 951,
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"sha256": "d8a77967ab938cb6b37f6ec270cc8edb6882b8a526e41d0d06ac893386379ec7"
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},
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"media/multimodal/benchmark-qa-5000.zip": {
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"bytes": 359143226,
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"sha256": "c744383941c15d147ac481e584f31ce1629e2066d7740da8a8413d9fb6985f66"
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},
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"media/multimodal/robustness-benchmark-2000.zip": {
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"bytes": 454272640,
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"sha256": "0b64e70ac80792ff13b17b24dc06d72fccee1444592e0a3f24ca48eab456b831"
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},
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"metadata/chinese-models.json": {
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"bytes": 409,
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"bytes": 747976,
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"sha256": "f3bdccb183c6ef22b8c95cbd3231edb56636d2cb9d12a2ed06360241ecb384f3"
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},
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"release-audit.json": {
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"bytes": 2433,
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"sha256": "f74df6fe7ec0a23b4b9acd0ca8b7b065343299a84a9c12c291829cff1e43f980"
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},
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"report/reproduction-manifest.json": {
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"bytes": 17585,
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"sha256": "1b9fe4f83247eedd24d31e45f54b323efbe7b1ecb334e7f788356915fe8e4648"
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}
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},
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"parent_revision": "562c5d520ed313dfabe7a0b342bdcba60c32944d",
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"score_repair": {
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"successful_text_cells_restored": 20167,
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"development_cells_restored": 522,
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media/multimodal/README.json
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},
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"robust": {
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"path": "media/multimodal/robustness-benchmark-2000.zip",
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"bytes":
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"sha256": "
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}
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},
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"train_archive_contents": "MMR-4000 instances, selection metadata, provenance, validation metadata, and all 4,285 referenced image files",
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},
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"robust": {
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"path": "media/multimodal/robustness-benchmark-2000.zip",
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"bytes": 454272640,
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"sha256": "0b64e70ac80792ff13b17b24dc06d72fccee1444592e0a3f24ca48eab456b831"
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}
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},
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"train_archive_contents": "MMR-4000 instances, selection metadata, provenance, validation metadata, and all 4,285 referenced image files",
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media/multimodal/robustness-benchmark-2000.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:0b64e70ac80792ff13b17b24dc06d72fccee1444592e0a3f24ca48eab456b831
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size 454272640
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report/reproduction-manifest.json
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{
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"release": "v1.1.
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"scenarios": {
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"text": {
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"methods": {
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{
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"release": "v1.1.1-20261015",
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"scenarios": {
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"text": {
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"methods": {
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