Initial release: parquets, metadata, README, LICENSES (videos to follow)

LICENSES/EPIC-Kitchens-100-CC-BY-NC-4.0.txt

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+EPIC-KITCHENS-100 derived clips in this dataset
+================================================
+
+The 950 EPIC-Kitchens-100-derived clips referenced from `natural_video.parquet`
+(rows where `source_dataset == "epic-kitchens-100"`) are licensed under the
+Creative Commons Attribution-NonCommercial 4.0 International Public License
+("CC BY-NC 4.0"), in line with the upstream EPIC-Kitchens-100 release.
+
+Attribution
+-----------
+
+EPIC-Kitchens-100 is described in:
+
+    Damen, D., Doughty, H., Farinella, G. M., Furnari, A., Ma, J.,
+    Kazakos, E., Moltisanti, D., Munro, J., Perrett, T., Price, W.,
+    Wray, M. "Rescaling Egocentric Vision: Collection, Pipeline and
+    Challenges for EPIC-KITCHENS-100." International Journal of
+    Computer Vision (IJCV), 2022.
+
+Project page: https://epic-kitchens.github.io/2025
+
+The clips redistributed here are short re-renderings of EPIC-Kitchens-100
+material at 1 fps, prepared for research-use evaluation of long-context VLMs.
+Use of these clips is restricted to non-commercial research, in accordance
+with CC BY-NC 4.0.
+
+
+Creative Commons Attribution-NonCommercial 4.0 International
+============================================================
+
+By exercising the Licensed Rights (defined below), You accept and agree to be
+bound by the terms and conditions of this Creative Commons
+Attribution-NonCommercial 4.0 International Public License ("Public License").
+To the extent this Public License may be interpreted as a contract, You are
+granted the Licensed Rights in consideration of Your acceptance of these
+terms and conditions, and the Licensor grants You such rights in consideration
+of benefits the Licensor receives from making the Licensed Material available
+under these terms and conditions.
+
+Section 1 -- Definitions.
+
+  a. Adapted Material means material subject to Copyright and Similar Rights
+     that is derived from or based upon the Licensed Material and in which
+     the Licensed Material is translated, altered, arranged, transformed, or
+     otherwise modified in a manner requiring permission under the Copyright
+     and Similar Rights held by the Licensor.
+
+  b. Licensed Material means the artistic or literary work, database, or
+     other material to which the Licensor applied this Public License.
+
+  c. Licensed Rights means the rights granted to You subject to the terms
+     and conditions of this Public License, which are limited to all
+     Copyright and Similar Rights that apply to Your use of the Licensed
+     Material and that the Licensor has authority to license.
+
+  d. NonCommercial means not primarily intended for or directed towards
+     commercial advantage or monetary compensation.
+
+  e. Share means to provide material to the public by any means or process
+     that requires permission under the Licensed Rights, such as
+     reproduction, public display, public performance, distribution,
+     dissemination, communication, or importation, and to make material
+     available to the public including in ways that members of the public
+     may access the material from a place and at a time individually chosen
+     by them.
+
+  f. You means the individual or entity exercising the Licensed Rights
+     under this Public License. Your has a corresponding meaning.
+
+Section 2 -- Scope.
+
+  a. License grant.
+
+       1. Subject to the terms and conditions of this Public License, the
+          Licensor hereby grants You a worldwide, royalty-free,
+          non-sublicensable, non-exclusive, irrevocable license to exercise
+          the Licensed Rights in the Licensed Material to:
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+            a. reproduce and Share the Licensed Material, in whole or in
+               part, for NonCommercial purposes only; and
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+            b. produce, reproduce, and Share Adapted Material for
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+       2. The Licensor authorizes You to exercise the Licensed Rights in
+          all media and formats whether now known or hereafter created.
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+  b. Other rights. Patent and trademark rights are not licensed.
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+Section 3 -- License Conditions.
+
+  Your exercise of the Licensed Rights is expressly made subject to the
+  following conditions.
+
+  a. Attribution.
+
+       1. If You Share the Licensed Material, You must:
+
+            a. retain the following if it is supplied by the Licensor:
+               identification of the creator(s) of the Licensed Material
+               and any others designated to receive attribution; a copyright
+               notice; a notice that refers to this Public License; a notice
+               that refers to the disclaimer of warranties; a URI or
+               hyperlink to the Licensed Material to the extent reasonably
+               practicable;
+
+            b. indicate if You modified the Licensed Material and retain an
+               indication of any previous modifications; and
+
+            c. indicate the Licensed Material is licensed under this Public
+               License, and include the text of, or the URI or hyperlink to,
+               this Public License.
+
+  b. NonCommercial. You may not exercise any of the Licensed Rights for
+     primarily commercial advantage or monetary compensation.
+
+Section 4 -- Sui Generis Database Rights.
+
+  Where the Licensed Rights include Sui Generis Database Rights that apply
+  to Your use of the Licensed Material, the Licensor waives those rights
+  to the extent necessary for You to exercise the Licensed Rights subject
+  to the conditions herein.
+
+Section 5 -- Disclaimer of Warranties and Limitation of Liability.
+
+  THE LICENSED MATERIAL IS PROVIDED "AS-IS" AND "AS-AVAILABLE", AND THE
+  LICENSOR MAKES NO REPRESENTATIONS OR WARRANTIES OF ANY KIND CONCERNING
+  THE LICENSED MATERIAL, WHETHER EXPRESS, IMPLIED, STATUTORY, OR OTHER.
+
+  TO THE EXTENT POSSIBLE, IN NO EVENT WILL THE LICENSOR BE LIABLE TO YOU
+  ON ANY LEGAL THEORY FOR ANY SPECIAL, INCIDENTAL, CONSEQUENTIAL, PUNITIVE,
+  EXEMPLARY, OR OTHER LOSSES, COSTS, EXPENSES, OR DAMAGES ARISING OUT OF
+  THIS PUBLIC LICENSE OR USE OF THE LICENSED MATERIAL.
+
+Section 6 -- Term and Termination.
+
+  This Public License applies for the term of the Copyright and Similar
+  Rights licensed here. Your rights under this Public License will terminate
+  automatically if You fail to comply with this Public License.
+
+Section 7 -- Other Terms and Conditions.
+
+  The Licensor shall not be bound by any additional or different terms or
+  conditions communicated by You unless expressly agreed.
+
+Section 8 -- Interpretation.
+
+  This Public License does not, and shall not be interpreted to, reduce,
+  limit, restrict, or impose conditions on any use of the Licensed Material
+  that could lawfully be made without permission under this Public License.
+
+For the full canonical text, see:
+https://creativecommons.org/licenses/by-nc/4.0/legalcode

LICENSES/SoccerNet-NOTE.txt

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+SoccerNet provenance — videos NOT included
+==========================================
+
+The 78 SoccerNet-derived rows in `natural_video.parquet`
+(`source_dataset == "soccernet"`) carry full provenance metadata in the
+`source_provenance` column (JSON), but the underlying video files are NOT
+included in this bundle due to the SoccerNet NDA.
+
+To reconstruct these clips:
+
+1. Obtain the original SoccerNet videos from https://www.soccer-net.org/data
+   after signing the SoccerNet NDA.
+2. For each row, parse the `source_provenance` JSON. Relevant fields:
+     - `source_match`: full SoccerNet match label.
+     - `source_half`: 1 or 2.
+     - `source_video_path`: relative path under `soccernet/<league>/<season>/<match>/`.
+     - `clip_start_in_source_seconds`, `clip_end_in_source_seconds`: clip span.
+     - `event_type`, `event_position_in_source_seconds`: anomaly metadata
+       (positive rows only).
+3. Use ffmpeg or similar to slice the indicated time range from the source
+   half video to recover the clip referenced by the row.
+
+Citation for SoccerNet:
+    Giancola, S., Amine, M., Dghaily, T., Ghanem, B. "SoccerNet: A Scalable
+    Dataset for Action Spotting in Soccer Videos." CVPR Workshops, 2018.
+    Project: https://www.soccer-net.org/

LICENSES/synthetic-and-easyhuman.txt

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+Synthetic streams and EasyHuman subset
+======================================
+
+License: Creative Commons Attribution 4.0 International (CC BY 4.0)
+Copyright (c) 2026 Anonymous Authors
+
+The following splits are released by Anonymous Authors under CC BY 4.0:
+
+  - substream_text.parquet     (synthetic streams, all entropy bands, L=8..4096)
+  - substream_video.parquet    (rendered videos for synthetic streams, L<=1024)
+  - easyhuman_text.parquet     (EasyHuman text streams, L in {256, 1024})
+  - easyhuman_video.parquet    (EasyHuman rendered 3-belt videos, L=256)
+  - all referenced media under `videos/UNIFORM_EVAL_*/` and
+    `clips/UNIFORM_EVAL_*/` (synthetic) and under `len_256/{videos,clips}/`
+    (EasyHuman) in this bundle.
+
+You may share and adapt these materials for any purpose, including commercial,
+provided you give appropriate credit, provide a link to the license, and
+indicate if changes were made. Full license text:
+
+    https://creativecommons.org/licenses/by/4.0/legalcode
+
+Citation:
+
+    Anonymous, "Substream Recollection," 2026 (anonymized for review).

README.md

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+---
+license: cc-by-4.0
+language:
+  - en
+pretty_name: Substream Recollection
+size_categories:
+  - 10K<n<100K
+task_categories:
+  - video-classification
+  - visual-question-answering
+  - question-answering
+tags:
+  - long-context
+  - memory
+  - benchmark
+  - video-llm
+configs:
+  - config_name: easyhuman_text
+    data_files: easyhuman_text.parquet
+  - config_name: easyhuman_video
+    data_files: easyhuman_video.parquet
+  - config_name: substream_text
+    data_files: substream_text.parquet
+  - config_name: substream_video
+    data_files: substream_video.parquet
+  - config_name: natural_video
+    data_files: natural_video.parquet
+dataset_info:
+  - config_name: easyhuman_text
+    splits:
+      - name: train
+        num_examples: 448
+  - config_name: easyhuman_video
+    splits:
+      - name: train
+        num_examples: 224
+  - config_name: substream_text
+    splits:
+      - name: train
+        num_examples: 7680
+  - config_name: substream_video
+    splits:
+      - name: train
+        num_examples: 6080
+  - config_name: natural_video
+    splits:
+      - name: train
+        num_examples: 1028
+---
+
+# Substream Recollection
+
+A controlled benchmark for substream membership recall in long-context VLMs and
+LLMs. Each row is a `(stream, probe, label)` tuple: the model sees a long input
+stream and a short probe, and must answer "yes" or "no" — did the probe occur
+inside the stream?
+
+The bundle has five splits:
+
+- **easyhuman_text** — text-mode EasyHuman: comma-separated symbol streams at
+  L=256 and L=1024, with binary "did this short pattern appear?" probes.
+- **easyhuman_video** — video-mode EasyHuman at L=256: rendered 3-belt
+  conveyor videos with the same probe families as `easyhuman_text` (X/Y
+  block presence, variation absence, mistakes, invalid cycles).
+- **substream_text** — synthetic text-mode Substream Recollection. All entropy
+  bands (low / medium / uniform) at every L in {8, 16, 32, 64, 128, 256, 512,
+  1024, 2048, 4096}. Probes are sequential (subsequence-of) or spatial
+  (lane-conditioned). The text stream is the comma-joined `S_tokens` from the
+  source video.
+- **substream_video** — same `(video, question)` pairs as `substream_text`,
+  but the input is the rendered video. Restricted to L ≤ 1024 because longer
+  videos are impractical for current VLMs.
+- **natural_video** — natural-video benchmark drawn from EPIC-Kitchens-100 and
+  SoccerNet, at L ∈ {8, 16, 64, 128, 512, 1024}. Each row asks whether a named
+  event occurred in the clip. SoccerNet rows do **not** ship the underlying
+  video files; provenance metadata is provided in the `source_provenance`
+  column so the original videos can be obtained from
+  https://www.soccer-net.org/data after signing the SoccerNet NDA.
+
+## Schema
+
+Every parquet has the same columns:
+
+| column | type | notes |
+| --- | --- | --- |
+| `split` | str | one of the five split names |
+| `subset` | str | bucket id (e.g. `UNIFORM_EVAL_L0128_ELOW`, `len_1024`, `L=128`) |
+| `length_L` | int64 | normalized stream length |
+| `entropy_band` | str | `low` / `medium` / `uniform` / `natural` / `easyhuman` |
+| `modality` | str | `text` or `video` |
+| `question_variant` | str | `sequential` / `spatial` / `binary_natural` / `easyhuman_binary` |
+| `video_index` | int64 | per-bucket video id; null for text-only natural rows |
+| `question_index` | int64 | per-video question position |
+| `question_text` | str | prompt the model sees (no scaffolding) |
+| `candidate` | str (JSON) | probe metadata; null where N/A |
+| `answer` | str | ground-truth label (`yes` / `no`) |
+| `clip_path` | str | relative path to the probe clip (where applicable) |
+| `video_path` | str | relative path to the parent video (where applicable) |
+| `dataset_source` | str | `synthetic` / `easyhuman` / `epic-kitchens-100` / `soccernet` |
+| `input_sequence` | str | comma-joined input symbols (text mode payload) |
+| `source_class` | str | natural-only event-class label |
+| `source_dataset` | str | natural-only origin tag |
+| `video_id` | str | canonical video id (joins to eval state files) |
+| `question_id` | str | canonical question id |
+| `source_provenance` | str (JSON) | natural_video only; for SoccerNet rows, JSON describing the source match, half, time range, and license. Null elsewhere. |
+
+## Files
+
+- `easyhuman_text.parquet` (448 rows)
+- `easyhuman_video.parquet` (224 rows)
+- `substream_text.parquet` (7,680 rows)
+- `substream_video.parquet` (6,080 rows)
+- `natural_video.parquet` (1,028 rows)
+- `metadata.json` — Croissant 1.0 dataset description
+- `_split_sizes.json` — machine-readable split-size sidecar
+- `videos/` and `clips/` — rendered synthetic substream media (substream_video)
+- `len_256/{videos,clips}/` — rendered EasyHuman media (easyhuman_video)
+- `exact1fps_short/`, `exact1fps_B{1..5}/` — EPIC-Kitchens-100 derived clips
+  (natural_video). Each row's `video_path` column is a relative path under
+  this layout. SoccerNet rows are excluded; see `source_provenance` column.
+- `LICENSES/` — full license text for each underlying source
+
+The 78 SoccerNet-derived rows are present in `natural_video.parquet` but the
+underlying video files are **not** redistributed here (NDA-gated source);
+see `LICENSES/SoccerNet-NOTE.txt` and the `source_provenance` column.
+
+## Licenses
+
+This bundle aggregates several sources, each under its own license:
+
+| split / source | license | file |
+| --- | --- | --- |
+| Synthetic streams (substream_text, substream_video) | CC BY 4.0, Anonymous Authors 2026 | `LICENSES/synthetic-and-easyhuman.txt` |
+| EasyHuman (easyhuman_text, easyhuman_video) | CC BY 4.0, Anonymous Authors 2026 | `LICENSES/synthetic-and-easyhuman.txt` |
+| EPIC-Kitchens-100 derived clips (natural_video) | CC BY-NC 4.0 (research use only) | `LICENSES/EPIC-Kitchens-100-CC-BY-NC-4.0.txt` |
+| SoccerNet derived clips (natural_video, provenance only) | NDA-gated source; not redistributed | `LICENSES/SoccerNet-NOTE.txt` |
+
+The top-level `license: cc-by-4.0` tag in this card refers to the
+Anonymous-Authors-owned splits (synthetic + EasyHuman) and to this card,
+metadata, and code only. EPIC-Kitchens-100 derivatives remain CC BY-NC 4.0;
+SoccerNet provenance metadata is shared under fair-use research-citation
+conventions and the underlying clips are not included.
+
+## Citation
+
+Cite as: Anonymous, "Substream Recollection," 2026 (anonymized for review).

_split_sizes.json

@@ -0,0 +1,34 @@
+{
+  "splits": {
+    "easyhuman_text": {
+      "num_rows": 448,
+      "files": [
+        "easyhuman_text.parquet"
+      ]
+    },
+    "easyhuman_video": {
+      "num_rows": 224,
+      "files": [
+        "easyhuman_video.parquet"
+      ]
+    },
+    "substream_text": {
+      "num_rows": 7680,
+      "files": [
+        "substream_text.parquet"
+      ]
+    },
+    "substream_video": {
+      "num_rows": 6080,
+      "files": [
+        "substream_video.parquet"
+      ]
+    },
+    "natural_video": {
+      "num_rows": 1028,
+      "files": [
+        "natural_video.parquet"
+      ]
+    }
+  }
+}

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