diff --git a/ATTRIBUTION.md b/ATTRIBUTION.md
index d761c6037d67cc909a914e68ada5dc9922edffa6..64e8f633547559ff71eb87ead15b81cf68e6b1c9 100644
--- a/ATTRIBUTION.md
+++ b/ATTRIBUTION.md
@@ -56,3 +56,14 @@ Existing data objects were copied byte-for-byte. Their per-task manifests record
 - [sleep-edf: original data guide](https://huggingface.co/datasets/BrainPilot-Bench/Tasks-Data-Public/blob/a8a8adc87bab8d63253816dad0ae5c435e96a5f6/sleep-edf/README.md)
 - [tops-fmri: original data guide](https://huggingface.co/datasets/BrainPilot-Bench/Tasks-Data-Public/blob/a8a8adc87bab8d63253816dad0ae5c435e96a5f6/tops-fmri/README.md)
 - [neuro-rsc-place-cell: original data guide](https://huggingface.co/datasets/BrainPilot-Bench/Tasks-Data-Public/blob/a8a8adc87bab8d63253816dad0ae5c435e96a5f6/neuro-rsc-place-cell/README.md)
+
+## Mouse behavior tasks
+
+CalMS21 and MABe22 retain source-specific noncommercial Creative Commons licenses.
+These are not Apache-licensed dataset bodies. Each task NOTICE records the original licenses, sources and changes.
+
+- [calms21-classic-classification](tasks/animal-behavior/calms21-classic-classification/NOTICE.md)
+- [calms21-annotation-style-transfer](tasks/animal-behavior/calms21-annotation-style-transfer/NOTICE.md)
+- [calms21-few-shot-behavior](tasks/animal-behavior/calms21-few-shot-behavior/NOTICE.md)
+- [mabe22-representation-classification](tasks/animal-behavior/mabe22-representation-classification/NOTICE.md)
+- [mabe22-supervised-segmentation](tasks/animal-behavior/mabe22-supervised-segmentation/NOTICE.md)
diff --git a/tasks/animal-behavior/calms21-annotation-style-transfer/NOTICE.md b/tasks/animal-behavior/calms21-annotation-style-transfer/NOTICE.md
new file mode 100644
index 0000000000000000000000000000000000000000..eff3b1e3cc32ee56c96efa3b20c60cd0aeed4bca
--- /dev/null
+++ b/tasks/animal-behavior/calms21-annotation-style-transfer/NOTICE.md
@@ -0,0 +1,52 @@
+# CalMS21 annotation style: data notice
+
+Task: `calms21-annotation-style-transfer`.
+This notice covers the public and evaluator data packages. The repository software license does not replace these data terms.
+
+## Source and attribution
+
+Source: [Caltech Mouse Social Interactions (CalMS21) Dataset, version 1.0](https://doi.org/10.22002/D1.1991).
+The source record credits Jennifer J. Sun, Tomomi Karigo, David J. Anderson, Pietro Perona, Yisong Yue, and Ann Kennedy.
+
+Citation: Jennifer J. Sun and coauthors, *The Multi-Agent Behavior Dataset: Mouse Dyadic Social Interactions* (2021).
+The [paper](https://arxiv.org/abs/2104.02710) supplies the complete author list and dataset description.
+
+This package derives from `task2_annotation_styles.zip` at the [official record](https://data.caltech.edu/records/s0vdx-0k302).
+Its SHA-256 is `07af9c3a18157a072755c1d1987103f8927e4de5e8996a22a6af25add59b10ab`.
+Its published MD5 is `c97e87e13e77ffb80c073e05c05a4683`, and its size is 912,092,847 bytes.
+The [pinned source protocol](https://github.com/NeuroAIHub/BrainPilotBench/blob/8b59add4c9d02a324f61606ac8db1ccbe7fbe94e/tasks/animal-behavior/calms21-annotation-style-transfer/protocol.json) records these bindings.
+
+## License basis
+
+The [paper's hosting appendix and datasheet](https://arxiv.org/html/2104.02710) specify Creative Commons Attribution-NonCommercial-ShareAlike.
+The datasheet links [CC BY-NC-SA 2.0](https://creativecommons.org/licenses/by-nc-sa/2.0/legalcode.en).
+This research mirror follows that noncommercial, attribution, and ShareAlike permission.
+
+On 2026-10-27, the [Caltech record API](https://data.caltech.edu/api/records/s0vdx-0k302) instead listed CC BY 4.0.
+We record this difference rather than describe the source as unconditionally commercial or unlicensed.
+This notice does not remove any permissions that the original licensors separately granted.
+
+Original material retains its source terms.
+To the extent copyright applies, BrainPilotBench contributes its new dataset adaptations under [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode.en).
+This contribution license does not replace the license of the underlying material.
+The [Creative Commons guidance](https://creativecommons.org/faq/#if-i-derive-or-adapt-material-offered-under-a-creative-commons-license-which-cc-licenses-can-i-use) explains source and adapter obligations.
+
+## Changes and evaluation roles
+
+BrainPilotBench converts source JSON into numeric NPZ files and binds each file by size and SHA-256.
+It derives Valid from official Train while grouping exact pose repeats within the local Train/Valid partition.
+It preserves source annotator roles and official Test. Source recordings can recur across different annotator groups.
+It separates public development inputs from evaluator inputs and labels.
+The metric averages the three scored behavior classes within each annotator, then averages annotators equally.
+The task is a BrainPilotBench adaptation, not an official CalMS21 leaderboard result.
+
+## Reuse and evaluation integrity
+
+Keep the attribution, source links, license links, modification notice, and applicable warranty disclaimers with redistributed material.
+Use this mirror for noncommercial purposes under the applicable source terms.
+The source licenses provide their own warranty disclaimers and limits of liability.
+This mirror does not imply endorsement by an original author or institution.
+
+Evaluator-only access protects experimental integrity. It is not a new copyright restriction on licensed recipients.
+The Test labels were publicly available upstream. Their source permissions remain intact.
+Access controls do not impose a separate ban on redistribution or another exercise of those rights.
diff --git a/tasks/animal-behavior/calms21-annotation-style-transfer/README.md b/tasks/animal-behavior/calms21-annotation-style-transfer/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..c3190e504789a62ba0a7dfd38b86a093cc67d496
--- /dev/null
+++ b/tasks/animal-behavior/calms21-annotation-style-transfer/README.md
@@ -0,0 +1,9 @@
+# CalMS21 annotation-style transfer
+
+Adapt frame-level social-behavior predictions to five annotator definitions. Score behavior F1 within each annotator, then average annotators.
+
+This public packet contains 31 files (98,540,258 bytes).
+The [task guide](https://github.com/NeuroAIHub/BrainPilotBench/blob/8b59add4c9d02a324f61606ac8db1ccbe7fbe94e/tasks/animal-behavior/calms21-annotation-style-transfer/README.md) defines inputs, splits, metrics and environments.
+Fixed-reference interface checks passed. No Agent benchmark results or exact source-leaderboard reproduction are claimed.
+
+Read [NOTICE.md](NOTICE.md) for source-specific noncommercial licenses, attribution and transformations.
diff --git a/tasks/animal-behavior/calms21-annotation-style-transfer/manifest.json b/tasks/animal-behavior/calms21-annotation-style-transfer/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..85b6dcaab2cc3ddbeb3921782809f7ea7d65f6e3
--- /dev/null
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+      "path": "tasks/animal-behavior/calms21-annotation-style-transfer/public/valid/ff166a550c44b24895d26004ea27bc5750485344a5b558ed12e253c4ea1520a7.npz",
+      "sha256": "b336b467216828ed04314b5470eee856e40e58160f8287dc86a4795fff3636f0"
+    }
+  ],
+  "schema": "bpb-mouse-hf-task-manifest/1",
+  "source_commit": "8b59add4c9d02a324f61606ac8db1ccbe7fbe94e",
+  "task_id": "calms21-annotation-style-transfer",
+  "task_version": "0.1-source"
+}
diff --git a/tasks/animal-behavior/calms21-classic-classification/NOTICE.md b/tasks/animal-behavior/calms21-classic-classification/NOTICE.md
new file mode 100644
index 0000000000000000000000000000000000000000..3660d9ef5de35cabe0a3055ddf08dbc23231fa3b
--- /dev/null
+++ b/tasks/animal-behavior/calms21-classic-classification/NOTICE.md
@@ -0,0 +1,51 @@
+# CalMS21 classification: data notice
+
+Task: `calms21-classic-classification`.
+This notice covers the public and evaluator data packages. The repository software license does not replace these data terms.
+
+## Source and attribution
+
+Source: [Caltech Mouse Social Interactions (CalMS21) Dataset, version 1.0](https://doi.org/10.22002/D1.1991).
+The source record credits Jennifer J. Sun, Tomomi Karigo, David J. Anderson, Pietro Perona, Yisong Yue, and Ann Kennedy.
+
+Citation: Jennifer J. Sun and coauthors, *The Multi-Agent Behavior Dataset: Mouse Dyadic Social Interactions* (2021).
+The [paper](https://arxiv.org/abs/2104.02710) supplies the complete author list and dataset description.
+
+This package derives from `task1_classic_classification.zip` at the [official record](https://data.caltech.edu/records/s0vdx-0k302).
+Its SHA-256 is `f1cd2f46771cc3834020d187604da53e5ff330121f5a816146f14192fb0bf427`.
+Its published MD5 is `8a02654fddae28614ee24a6a082261b8`, and its size is 457,357,950 bytes.
+The [pinned source protocol](https://github.com/NeuroAIHub/BrainPilotBench/blob/8b59add4c9d02a324f61606ac8db1ccbe7fbe94e/tasks/animal-behavior/calms21-classic-classification/protocol.json) records these bindings.
+
+## License basis
+
+The [paper's hosting appendix and datasheet](https://arxiv.org/html/2104.02710) specify Creative Commons Attribution-NonCommercial-ShareAlike.
+The datasheet links [CC BY-NC-SA 2.0](https://creativecommons.org/licenses/by-nc-sa/2.0/legalcode.en).
+This research mirror follows that noncommercial, attribution, and ShareAlike permission.
+
+On 2026-10-27, the [Caltech record API](https://data.caltech.edu/api/records/s0vdx-0k302) instead listed CC BY 4.0.
+We record this difference rather than describe the source as unconditionally commercial or unlicensed.
+This notice does not remove any permissions that the original licensors separately granted.
+
+Original material retains its source terms.
+To the extent copyright applies, BrainPilotBench contributes its new dataset adaptations under [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode.en).
+This contribution license does not replace the license of the underlying material.
+The [Creative Commons guidance](https://creativecommons.org/faq/#if-i-derive-or-adapt-material-offered-under-a-creative-commons-license-which-cc-licenses-can-i-use) explains source and adapter obligations.
+
+## Changes and evaluation roles
+
+BrainPilotBench converts source JSON into numeric NPZ files and binds each file by size and SHA-256.
+It derives a deterministic, whole-sequence Valid partition from official Train and preserves official Test.
+It separates public development inputs from evaluator inputs and labels.
+The four source behavior classes remain intact. The main metric averages three behavior-class F1 values and excludes only the `other` class average.
+The task is a BrainPilotBench adaptation, not an official CalMS21 leaderboard result.
+
+## Reuse and evaluation integrity
+
+Keep the attribution, source links, license links, modification notice, and applicable warranty disclaimers with redistributed material.
+Use this mirror for noncommercial purposes under the applicable source terms.
+The source licenses provide their own warranty disclaimers and limits of liability.
+This mirror does not imply endorsement by an original author or institution.
+
+Evaluator-only access protects experimental integrity. It is not a new copyright restriction on licensed recipients.
+The Test labels were publicly available upstream. Their source permissions remain intact.
+Access controls do not impose a separate ban on redistribution or another exercise of those rights.
diff --git a/tasks/animal-behavior/calms21-classic-classification/README.md b/tasks/animal-behavior/calms21-classic-classification/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..782ae7875bb1625aa430e643c7a19eeca8d29b55
--- /dev/null
+++ b/tasks/animal-behavior/calms21-classic-classification/README.md
@@ -0,0 +1,9 @@
+# CalMS21 social-behavior classification
+
+Predict attack, investigation, mount or other in every frame from two-mouse pose and confidence. Score mean F1 over the three named behaviors.
+
+This public packet contains 71 files (85,882,472 bytes).
+The [task guide](https://github.com/NeuroAIHub/BrainPilotBench/blob/8b59add4c9d02a324f61606ac8db1ccbe7fbe94e/tasks/animal-behavior/calms21-classic-classification/README.md) defines inputs, splits, metrics and environments.
+Fixed-reference interface checks passed. No Agent benchmark results or exact source-leaderboard reproduction are claimed.
+
+Read [NOTICE.md](NOTICE.md) for source-specific noncommercial licenses, attribution and transformations.
diff --git a/tasks/animal-behavior/calms21-classic-classification/manifest.json b/tasks/animal-behavior/calms21-classic-classification/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..a93269e1233b3675dbec518abae6ab924f4b234b
--- /dev/null
+++ b/tasks/animal-behavior/calms21-classic-classification/manifest.json
@@ -0,0 +1,437 @@
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diff --git a/tasks/animal-behavior/calms21-few-shot-behavior/NOTICE.md b/tasks/animal-behavior/calms21-few-shot-behavior/NOTICE.md
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+# CalMS21 few-shot behavior: data notice
+
+Task: `calms21-few-shot-behavior`.
+This notice covers the public and evaluator data packages. The repository software license does not replace these data terms.
+
+## Source and attribution
+
+Source: [Caltech Mouse Social Interactions (CalMS21) Dataset, version 1.0](https://doi.org/10.22002/D1.1991).
+The source record credits Jennifer J. Sun, Tomomi Karigo, David J. Anderson, Pietro Perona, Yisong Yue, and Ann Kennedy.
+
+Citation: Jennifer J. Sun and coauthors, *The Multi-Agent Behavior Dataset: Mouse Dyadic Social Interactions* (2021).
+The [paper](https://arxiv.org/abs/2104.02710) supplies the complete author list and dataset description.
+
+This package derives from `task3_new_behaviors.zip` at the [official record](https://data.caltech.edu/records/s0vdx-0k302).
+Its SHA-256 is `ed9edd3009b063a8edb4c31b38d4a6773b5d6a1ee80cd57b5df89417ca647821`.
+Its published MD5 is `df59df02d069bab1cfc376cdc1a3925b`, and its size is 556,170,163 bytes.
+The [pinned source protocol](https://github.com/NeuroAIHub/BrainPilotBench/blob/8b59add4c9d02a324f61606ac8db1ccbe7fbe94e/tasks/animal-behavior/calms21-few-shot-behavior/protocol.json) records these bindings.
+
+## License basis
+
+The [paper's hosting appendix and datasheet](https://arxiv.org/html/2104.02710) specify Creative Commons Attribution-NonCommercial-ShareAlike.
+The datasheet links [CC BY-NC-SA 2.0](https://creativecommons.org/licenses/by-nc-sa/2.0/legalcode.en).
+This research mirror follows that noncommercial, attribution, and ShareAlike permission.
+
+On 2026-10-27, the [Caltech record API](https://data.caltech.edu/api/records/s0vdx-0k302) instead listed CC BY 4.0.
+We record this difference rather than describe the source as unconditionally commercial or unlicensed.
+This notice does not remove any permissions that the original licensors separately granted.
+
+Original material retains its source terms.
+To the extent copyright applies, BrainPilotBench contributes its new dataset adaptations under [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode.en).
+This contribution license does not replace the license of the underlying material.
+The [Creative Commons guidance](https://creativecommons.org/faq/#if-i-derive-or-adapt-material-offered-under-a-creative-commons-license-which-cc-licenses-can-i-use) explains source and adapter obligations.
+
+## Changes and evaluation roles
+
+BrainPilotBench converts source JSON into numeric NPZ files and binds each file by size and SHA-256.
+It derives Valid from whole official-Train sequences and preserves the seven source behavior targets and official Test.
+The single intromission training sequence stays in Train. It cannot also supply an independent Valid sequence.
+The complete seven-target F1 uses the evaluator role, not an incomplete public Valid aggregate.
+It separates public development inputs from evaluator inputs and labels. Recordings can recur across different behavior targets.
+The task is a BrainPilotBench adaptation, not an official CalMS21 leaderboard result.
+
+## Reuse and evaluation integrity
+
+Keep the attribution, source links, license links, modification notice, and applicable warranty disclaimers with redistributed material.
+Use this mirror for noncommercial purposes under the applicable source terms.
+The source licenses provide their own warranty disclaimers and limits of liability.
+This mirror does not imply endorsement by an original author or institution.
+
+Evaluator-only access protects experimental integrity. It is not a new copyright restriction on licensed recipients.
+The Test labels were publicly available upstream. Their source permissions remain intact.
+Access controls do not impose a separate ban on redistribution or another exercise of those rights.
diff --git a/tasks/animal-behavior/calms21-few-shot-behavior/README.md b/tasks/animal-behavior/calms21-few-shot-behavior/README.md
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+# CalMS21 few-shot behavior classification
+
+Learn seven binary behavior targets from limited labeled sequences. Score positive F1 per behavior, then average all seven targets in owner evaluation.
+
+This public packet contains 18 files (37,710,889 bytes).
+The [task guide](https://github.com/NeuroAIHub/BrainPilotBench/blob/8b59add4c9d02a324f61606ac8db1ccbe7fbe94e/tasks/animal-behavior/calms21-few-shot-behavior/README.md) defines inputs, splits, metrics and environments.
+Fixed-reference interface checks passed. No Agent benchmark results or exact source-leaderboard reproduction are claimed.
+
+Read [NOTICE.md](NOTICE.md) for source-specific noncommercial licenses, attribution and transformations.
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+  "source_commit": "8b59add4c9d02a324f61606ac8db1ccbe7fbe94e",
+  "task_id": "calms21-few-shot-behavior",
+  "task_version": "0.1-source"
+}
diff --git a/tasks/animal-behavior/mabe22-representation-classification/LICENSE-MABe-evaluator.txt b/tasks/animal-behavior/mabe22-representation-classification/LICENSE-MABe-evaluator.txt
new file mode 100644
index 0000000000000000000000000000000000000000..67846aa0c4d75d272acbec5d9f4fc91fdfe05bc4
--- /dev/null
+++ b/tasks/animal-behavior/mabe22-representation-classification/LICENSE-MABe-evaluator.txt
@@ -0,0 +1,352 @@
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diff --git a/tasks/animal-behavior/mabe22-representation-classification/NOTICE.md b/tasks/animal-behavior/mabe22-representation-classification/NOTICE.md
new file mode 100644
index 0000000000000000000000000000000000000000..c8f867cb8701f9481d3e14b80ac53b8b1c508312
--- /dev/null
+++ b/tasks/animal-behavior/mabe22-representation-classification/NOTICE.md
@@ -0,0 +1,68 @@
+# MABe22 representations: data notice
+
+Task: `mabe22-representation-classification`.
+This notice covers the public and evaluator data packages. The repository software license does not replace these data terms.
+
+## Sources, attribution, and licenses
+
+### Original MABe22 data
+
+Source: [MABe22 dataset, CaltechDATA v1](https://doi.org/10.22002/rdsa8-rde65).
+Credit: Jennifer J. Sun, Markus Marks, Ann Kennedy, and the MABe22 collaborators.
+The official record and paper identify all dataset creators and authors.
+Citation: Sun and coauthors, *MABe22: A Multi-Species Multi-Task Benchmark for Learned Representations of Behavior*, ICML, PMLR 202, 32936–32990 (2023).
+
+The [paper's Mouse datasheet](https://arxiv.org/html/2207.10553v2) specifies [CC BY-NC-SA 2.0](https://creativecommons.org/licenses/by-nc-sa/2.0/legalcode.en).
+This covers the original mouse data, including keypoints, condition labels, and UserTrain.
+The [Caltech API](https://data.caltech.edu/api/records/rdsa8-rde65) had no rights field on 2026-10-27. This mirror uses the explicit paper license.
+
+| Source file | Published MD5 |
+|---|---|
+| `mouse_user_train.npy` | `389bc12c9ad49b7cb50b531707b448a5` |
+| `mouse_submission_keypoints.npy` | `68a9fe1fe71225787a4dae6369acc9dc` |
+| `mouse_submission_labels.npy` | `7f10c2b676e7dd8b4348423f0ee0aa8a` |
+| `mouse_frame_number_map.npy` | `ffc1dcae90176cdac4ff4fe123e18f25` |
+
+### Manual behavior labels and source splits
+
+Source: [damaggu/MABe2022](https://github.com/damaggu/MABe2022/tree/234dae7098314d6035066e3028caedee3f3ee379), commit `234dae7098314d6035066e3028caedee3f3ee379`.
+Its README credits Jennifer J. Sun, Ann Kennedy, Kristin Branson, Markus Marks, and Dipam Chakraborty.
+The pinned [LICENCE](https://github.com/damaggu/MABe2022/blob/234dae7098314d6035066e3028caedee3f3ee379/LICENCE) provides [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/legalcode.en).
+The inspected label directories contain no separate license exception.
+This notice preserves that repository license and the original MABe22 data attribution and ShareAlike terms.
+The delivery includes the unchanged repository license as `LICENSE-MABe-evaluator.txt`.
+
+| Source asset | SHA-256 |
+|---|---|
+| `round2/metadata/mouse_new_splits/labels.npy` | `cae4936eee6213f7b5247dd14c021221c9ddbe12df69de7a150d906111ee207f` |
+| `round2/metadata/mouse_new_splits/frame_number_map.npy` | `7d4c6f891050ac5e6816a5d501c9bb6ea05b7d5f18bc5018a7981c61b4aee82a` |
+| Each selected condition split JSON | `ef306e4f369f72b64a53df8f00b45747b50554678dd08b7300553c36feb22eaf` |
+| Each selected manual-behavior split JSON | `049f99e3ffb5b939962654265fda18f01088b6905d1a2f8f237c38df1fe41aa3` |
+
+The [pinned source fetcher](https://github.com/NeuroAIHub/BrainPilotBench/blob/8b59add4c9d02a324f61606ac8db1ccbe7fbe94e/tasks/animal-behavior/_shared/mabe_fetch_sources.py) records exact source URLs, file sizes, and checksum algorithms.
+SHA-256 values for GitHub assets bind the selected files. Caltech supplies the MD5 values above.
+
+## BrainPilotBench changes
+
+BrainPilotBench converts source object arrays into numeric NPZ files and retains source sequence memberships.
+The public development package contains 784 keypoint-only UserTrain clips and protocol metadata, without source annotations.
+The evaluator package contains submission poses, probe-training labels, and Test labels in separate roles.
+The task retains strain, lights, and four manual behavior targets. It excludes experiment-day and time-of-day regression.
+The evaluation profile fixes three 80% sequence samples with seeds 0, 1, and 2, balanced Ridge probes, and sequence-first F1.
+These choices define an explicit BrainPilotBench adaptation, not exact official leaderboard reproduction.
+
+Original material retains its source terms.
+To the extent copyright applies, BrainPilotBench contributes its new dataset adaptations under [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode.en).
+This contribution license does not replace the license of the underlying material.
+The [Creative Commons guidance](https://creativecommons.org/faq/#if-i-derive-or-adapt-material-offered-under-a-creative-commons-license-which-cc-licenses-can-i-use) explains source and adapter obligations.
+
+## Reuse and evaluation integrity
+
+Keep the attribution, source links, license links, modification notice, and applicable warranty disclaimers with redistributed material.
+Use this mirror for noncommercial purposes under the applicable source terms.
+The source licenses provide their own warranty disclaimers and limits of liability.
+This mirror does not imply endorsement by an original author or institution.
+
+Evaluator-only access protects experimental integrity. It is not a new copyright restriction on licensed recipients.
+The source labels were publicly available upstream. Their source permissions remain intact.
+Access controls do not impose a separate ban on redistribution or another exercise of those rights.
diff --git a/tasks/animal-behavior/mabe22-representation-classification/README.md b/tasks/animal-behavior/mabe22-representation-classification/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..498eb17e34964d53c38cba9be94c19316191b28e
--- /dev/null
+++ b/tasks/animal-behavior/mabe22-representation-classification/README.md
@@ -0,0 +1,9 @@
+# MABe22 learned pose representations
+
+Learn frame embeddings from unlabeled three-mouse pose. The evaluator fits fixed Ridge probes for two experimental conditions and four manually annotated behaviors.
+
+This public packet contains 786 files (61,796,624 bytes).
+The [task guide](https://github.com/NeuroAIHub/BrainPilotBench/blob/8b59add4c9d02a324f61606ac8db1ccbe7fbe94e/tasks/animal-behavior/mabe22-representation-classification/README.md) defines inputs, splits, metrics and environments.
+Fixed-reference interface checks passed. No Agent benchmark results or exact source-leaderboard reproduction are claimed.
+
+Read [NOTICE.md](NOTICE.md) for source-specific noncommercial licenses, attribution and transformations.
diff --git a/tasks/animal-behavior/mabe22-representation-classification/manifest.json b/tasks/animal-behavior/mabe22-representation-classification/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..00e7bb20bb7cdec161954fca988b6bc53f5c43d9
--- /dev/null
+++ b/tasks/animal-behavior/mabe22-representation-classification/manifest.json
@@ -0,0 +1,4727 @@
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+  "schema": "bpb-mouse-hf-task-manifest/1",
+  "source_commit": "8b59add4c9d02a324f61606ac8db1ccbe7fbe94e",
+  "task_id": "mabe22-representation-classification",
+  "task_version": "0.1-source"
+}
diff --git a/tasks/animal-behavior/mabe22-supervised-segmentation/LICENSE-ResiFuse.txt b/tasks/animal-behavior/mabe22-supervised-segmentation/LICENSE-ResiFuse.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a1e0e05219444369c893651dc4f095ab9ff69f04
--- /dev/null
+++ b/tasks/animal-behavior/mabe22-supervised-segmentation/LICENSE-ResiFuse.txt
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2026 Weihan Li, Jingyang Ke, Qinheng Pu, Yule Wang, Chengrui Li, Anqi Wu
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/tasks/animal-behavior/mabe22-supervised-segmentation/NOTICE.md b/tasks/animal-behavior/mabe22-supervised-segmentation/NOTICE.md
new file mode 100644
index 0000000000000000000000000000000000000000..5c3018c806bababca7f36824ab34b20959dca4fc
--- /dev/null
+++ b/tasks/animal-behavior/mabe22-supervised-segmentation/NOTICE.md
@@ -0,0 +1,71 @@
+# MABe22 supervised segmentation: data notice
+
+Task: `mabe22-supervised-segmentation`.
+This notice covers the public and evaluator data packages. The repository software license does not replace these data terms.
+
+## Sources, attribution, and licenses
+
+### Original MABe22 labels
+
+Source: [MABe22 dataset, CaltechDATA v1](https://doi.org/10.22002/rdsa8-rde65).
+Credit: Jennifer J. Sun, Markus Marks, Ann Kennedy, and the MABe22 collaborators.
+The official record and paper identify all dataset creators and authors.
+Citation: Sun and coauthors, *MABe22: A Multi-Species Multi-Task Benchmark for Learned Representations of Behavior*, ICML, PMLR 202, 32936–32990 (2023).
+
+The [paper's Mouse datasheet](https://arxiv.org/html/2207.10553v2) specifies [CC BY-NC-SA 2.0](https://creativecommons.org/licenses/by-nc-sa/2.0/legalcode.en).
+The [Caltech API](https://data.caltech.edu/api/records/rdsa8-rde65) had no rights field on 2026-10-27. This mirror uses the explicit paper license.
+The source `mouse_submission_labels.npy` has published MD5 `7f10c2b676e7dd8b4348423f0ee0aa8a`.
+The source `mouse_frame_number_map.npy` has published MD5 `ffc1dcae90176cdac4ff4fe123e18f25`.
+
+### Re-estimated pose
+
+Source and credit: [WeihanLikk/ResiFuse-MABe22](https://huggingface.co/datasets/WeihanLikk/ResiFuse-MABe22/tree/22019237bee137b74f8211977779c822236b8402), revision `22019237bee137b74f8211977779c822236b8402`.
+The [pinned dataset card](https://huggingface.co/datasets/WeihanLikk/ResiFuse-MABe22/blob/22019237bee137b74f8211977779c822236b8402/README.md) grants [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode.en).
+It identifies this pose as a derivative of the MABe22 videos. The original MABe22 attribution also remains applicable.
+
+The ResiFuse repository credits Weihan Li, Jingyang Ke, Qinheng Pu, Yule Wang, Chengrui Li, and Anqi Wu.
+Their work is *Learning When Visual Context Matters for Mouse Behavior Analysis*.
+The [pinned README](https://github.com/BRAINML-GT/ResiFuse/blob/ae4acf51962b1611656da00d3da92a6b02a56ef4/README.md) supplies the method description and credits.
+
+All 108 selected H5 files bind to their source LFS SHA-256 values.
+The generated `pose_source_manifest.json` records those paths and hashes.
+Its SHA-256 is `def7a7b7f2b405bc42a58c696c7be2ebfc4bf9eb6cddf121258d7d9cfe69eb78`.
+The [pinned source protocol](https://github.com/NeuroAIHub/BrainPilotBench/blob/8b59add4c9d02a324f61606ac8db1ccbe7fbe94e/tasks/animal-behavior/mabe22-supervised-segmentation/protocol.json) records the preparation bindings.
+
+### Supervised split metadata
+
+The split comes from [BRAINML-GT/ResiFuse](https://github.com/BRAINML-GT/ResiFuse/tree/ae4acf51962b1611656da00d3da92a6b02a56ef4), commit `ae4acf51962b1611656da00d3da92a6b02a56ef4`.
+The source file is `splits/mabe_finetune_split.json`.
+Its SHA-256 is `ebb486c7351eff8c9ae0fcfd2a21423083d06d0795e2febd2677d000ad4bffc9`.
+The repository's software and documentation use the [MIT License](https://github.com/BRAINML-GT/ResiFuse/blob/ae4acf51962b1611656da00d3da92a6b02a56ef4/LICENSE).
+
+Copyright (c) 2026 Weihan Li, Jingyang Ke, Qinheng Pu, Yule Wang, Chengrui Li, Anqi Wu.
+
+The delivery includes the full upstream MIT notice as `LICENSE-ResiFuse.txt`.
+Its permission notice and warranty disclaimer apply to redistributed source split or software material.
+The MIT license does not relicense the pose or behavior labels.
+
+## BrainPilotBench changes
+
+BrainPilotBench converts H5 pose and source object labels into numeric NPZ files.
+It retains indexed frames 0–1799 and excludes the unlabeled terminal pose row.
+It retains the source 54/11/43 video split and separates public development data from evaluator data.
+It groups oral-ear and oral-oral contact into oral contact, alongside chases, huddles, and oral-genital contact.
+Inference uses label-independent complete clips. The evaluator owns the source-positive and pose-valid eligibility mask.
+The resulting pose-only task is a BrainPilotBench adaptation, not an exact ResiFuse or original MABe22 paper reproduction.
+
+Original material retains its source terms.
+To the extent copyright applies, BrainPilotBench contributes its new dataset adaptations under [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode.en).
+This contribution license does not replace the license of the underlying material.
+The [Creative Commons guidance](https://creativecommons.org/faq/#if-i-derive-or-adapt-material-offered-under-a-creative-commons-license-which-cc-licenses-can-i-use) explains source and adapter obligations.
+
+## Reuse and evaluation integrity
+
+Keep the attribution, source links, license links, modification notice, and applicable warranty disclaimers with redistributed material.
+Use this mirror for noncommercial purposes under the applicable source terms.
+The source licenses provide their own warranty disclaimers and limits of liability.
+This mirror does not imply endorsement by an original author or institution.
+
+Evaluator-only access protects experimental integrity. It is not a new copyright restriction on licensed recipients.
+The source labels were publicly available upstream. Their source permissions remain intact.
+Access controls do not impose a separate ban on redistribution or another exercise of those rights.
diff --git a/tasks/animal-behavior/mabe22-supervised-segmentation/README.md b/tasks/animal-behavior/mabe22-supervised-segmentation/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..323c6d57e2ec9c86c17d8c4983a21a6ab154ba02
--- /dev/null
+++ b/tasks/animal-behavior/mabe22-supervised-segmentation/README.md
@@ -0,0 +1,9 @@
+# MABe22 supervised pose segmentation
+
+Predict four grouped social behaviors from re-estimated three-mouse pose. Score macro-F1 on source-positive, pose-valid frames, with Test eligibility kept evaluator-only.
+
+This public packet contains 68 files (27,713,948 bytes).
+The [task guide](https://github.com/NeuroAIHub/BrainPilotBench/blob/8b59add4c9d02a324f61606ac8db1ccbe7fbe94e/tasks/animal-behavior/mabe22-supervised-segmentation/README.md) defines inputs, splits, metrics and environments.
+Fixed-reference interface checks passed. No Agent benchmark results or exact source-leaderboard reproduction are claimed.
+
+Read [NOTICE.md](NOTICE.md) for source-specific noncommercial licenses, attribution and transformations.
diff --git a/tasks/animal-behavior/mabe22-supervised-segmentation/manifest.json b/tasks/animal-behavior/mabe22-supervised-segmentation/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..590f206954978ae05fa8c9b2064f91a2ae234aab
--- /dev/null
+++ b/tasks/animal-behavior/mabe22-supervised-segmentation/manifest.json
@@ -0,0 +1,419 @@
+{
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