Datasets:
Tasks:
Text Retrieval
Formats:
parquet
Sub-tasks:
document-retrieval
Languages:
English
Size:
10M - 100M
License:
build ELI5 from sentence-transformers/eli5@6e3b20a7 · rteb_open v0.1.0
Browse files
README.md
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---
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pretty_name: Training · ELI5
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license: other
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license_name: unspecified-upstream
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language:
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- en
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multilinguality:
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- monolingual
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task_categories:
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- text-retrieval
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task_ids:
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- document-retrieval
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tags:
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- train
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- mteb
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- retrieval
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- long-form QA (Reddit)
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configs:
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- config_name: corpus
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data_files:
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- split: train
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path: corpus/train-*.parquet
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- config_name: hard-negatives
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data_files:
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- split: train
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path: hard-negatives/train-*.parquet
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- config_name: qrels
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data_files:
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- split: train
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path: qrels/train-*.parquet
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- config_name: queries
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data_files:
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- split: train
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path: queries/train-*.parquet
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- config_name: teacher-scores
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data_files:
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- split: train
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path: teacher-scores/train-*.parquet
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---
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# ELI5 — Training, unified schema
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A normalised copy of the dataset behind the `mteb` task **`ELI5`**, a retrieval **training** set built from [`sentence-transformers/eli5`](https://huggingface.co/datasets/sentence-transformers/eli5). Same queries, documents
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and relevance judgements as the benchmark evaluates — reshaped into one strict schema shared by every dataset
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in this collection.
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| | |
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|---|---|
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| Source | [`sentence-transformers/eli5`](https://huggingface.co/datasets/sentence-transformers/eli5/tree/6e3b20a7a427560845779f217c3ff71493374bc0) @ `6e3b20a7a427` (the revision pinned in `mteb`) |
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| Domain · languages | long-form QA (Reddit) · eng |
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| Queries / documents / qrels | 323,136 / 325,293 / 325,473 |
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| Qrels per query | min 1 · mean 1.007 · max 110 |
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| Score values | 1 ×325,473 |
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| Layout | `queries` · `corpus` · `qrels` · `hard-negatives` · `teacher-scores`, split `train` |
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| Splits | `corpus`: train · `hard-negatives`: train · `qrels`: train · `queries`: train · `teacher-scores`: train |
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| Hard negatives | **none yet** — config present with 0 rows |
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| Teacher scores | **none yet** — config present with 0 rows |
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| Reading empty configs | `datasets` cannot return a 0-example split (`load_dataset` raises "corresponds to no data"); until rows exist, read the Parquet directly with `pyarrow`/`polars`/`pandas`. The schema is declared in the file and in `configs:` above |
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| Ids | `sha1(text)[:20]`; identical texts collapse to one document (182 collapsed) |
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| License | `unspecified` |
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## Schema
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| config | columns | rules |
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|---|---|---|
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| `queries` | `id: string`, `text: string` | ids unique and non-empty; every query has ≥ 1 qrel |
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| `corpus` | `id: string`, `title: string`, `text: string` | `title` is always present (`""` when the source has none) |
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| `qrels` | `query-id: string`, `corpus-id: string`, `score: int32` | referential integrity to both tables; no duplicate pairs; no floats |
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| `hard-negatives` | `query-id: string`, `corpus-id: string`, `rank: int32`, `source: string` | one row per mined negative; `(query-id, corpus-id, source)` unique; never a labelled positive of the same query |
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| `teacher-scores` | `query-id: string`, `corpus-id: string`, `teacher: string`, `score: float32` | one row per scored pair (positives included); a row *means* scored — never a placeholder |
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Files are Parquet, sorted by id, zstd-compressed, sharded at 500 MB. Every rule above is enforced by a validator
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before publishing; `provenance.json` records the source file hashes, what changed, and the output file hashes.
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## What changed from the source
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- **byte-preserved** all text — no whitespace, newline, or control-character normalisation
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## Load it
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```python
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from datasets import load_dataset
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queries = load_dataset("Hyukkyu/train-eli5", "queries", split="train")
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corpus = load_dataset("Hyukkyu/train-eli5", "corpus", split="train")
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qrels = load_dataset("Hyukkyu/train-eli5", "qrels", split="train")
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```
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## License and attribution
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The data is redistributed under the source's terms — `unspecified`. All credit belongs to the
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original authors; see the source repository and the references in `mteb`'s task metadata (https://huggingface.co/datasets/sentence-transformers/eli5).
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This repository is an independent repackaging and is not affiliated with the RTEB or MTEB maintainers.
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> **No license declared upstream.** Neither the source repo nor its origin states redistribution terms. This copy is published for reproducibility of the RTEB benchmark only; check with the original authors before any other use.
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corpus/train-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:bbc8eb12595b71c90824ee61199565ff3d5e4cc591219af4673452584175fcdd
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size 67325645
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hard-negatives/train-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:f62b1b56789db979f3b0d83e5e329c7d6533a72d3da081396053e4bb2a4543b0
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size 823
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provenance.json
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{
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| 2 |
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"task": "ELI5",
|
| 3 |
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"benchmark": "train",
|
| 4 |
+
"repo": "train-eli5",
|
| 5 |
+
"rteb_open_version": "0.1.0",
|
| 6 |
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"source": {
|
| 7 |
+
"path": "sentence-transformers/eli5",
|
| 8 |
+
"revision": "6e3b20a7a427560845779f217c3ff71493374bc0",
|
| 9 |
+
"url": "https://huggingface.co/datasets/sentence-transformers/eli5/tree/6e3b20a7a427560845779f217c3ff71493374bc0",
|
| 10 |
+
"configs": [
|
| 11 |
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"pair/train"
|
| 12 |
+
]
|
| 13 |
+
},
|
| 14 |
+
"license": {
|
| 15 |
+
"card": null,
|
| 16 |
+
"mteb_task_metadata": null,
|
| 17 |
+
"upstream_checked": true
|
| 18 |
+
},
|
| 19 |
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"languages": [
|
| 20 |
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"eng"
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| 21 |
+
],
|
| 22 |
+
"domain": "long-form QA (Reddit)",
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| 23 |
+
"byte_preserving_text": true,
|
| 24 |
+
"symmetric": false,
|
| 25 |
+
"layout": {
|
| 26 |
+
"subsets": null,
|
| 27 |
+
"splits": [
|
| 28 |
+
"train"
|
| 29 |
+
],
|
| 30 |
+
"split_map": null
|
| 31 |
+
},
|
| 32 |
+
"id_scheme": "sha1(text)[:20]",
|
| 33 |
+
"parts": [
|
| 34 |
+
{
|
| 35 |
+
"subset": null,
|
| 36 |
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"split": "train",
|
| 37 |
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"source_configs": {
|
| 38 |
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"pairs": [
|
| 39 |
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"pair/train"
|
| 40 |
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]
|
| 41 |
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},
|
| 42 |
+
"normalize": {
|
| 43 |
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"dropped_columns": {},
|
| 44 |
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"title_added": false,
|
| 45 |
+
"null_titles_filled": 0,
|
| 46 |
+
"nul_bytes_present": 0,
|
| 47 |
+
"id_renamed": false,
|
| 48 |
+
"orphan_queries_dropped": 0,
|
| 49 |
+
"duplicate_qrels_collapsed": 0,
|
| 50 |
+
"score_cast": null,
|
| 51 |
+
"negatives_that_were_positives_dropped": 0
|
| 52 |
+
},
|
| 53 |
+
"stats": {
|
| 54 |
+
"n_corpus": 325293,
|
| 55 |
+
"empty_docs": 0,
|
| 56 |
+
"duplicate_text_docs": 0,
|
| 57 |
+
"corpus_with_title": 0,
|
| 58 |
+
"avg_doc_chars": 439.2,
|
| 59 |
+
"text_rows_in_source": 325475,
|
| 60 |
+
"collapsed_duplicate_texts": 182,
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| 61 |
+
"n_queries": 323136,
|
| 62 |
+
"n_qrels": 325473,
|
| 63 |
+
"qrels_per_query": {
|
| 64 |
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"min": 1,
|
| 65 |
+
"mean": 1.007,
|
| 66 |
+
"max": 110
|
| 67 |
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},
|
| 68 |
+
"score_values": {
|
| 69 |
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"1": 325473
|
| 70 |
+
},
|
| 71 |
+
"dangling_qrels": 0,
|
| 72 |
+
"avg_query_chars": 85.3,
|
| 73 |
+
"n_hard_negatives": 0,
|
| 74 |
+
"sources": [],
|
| 75 |
+
"negatives_per_query": null,
|
| 76 |
+
"positives_among_negatives": 0,
|
| 77 |
+
"n_teacher_scores": 0,
|
| 78 |
+
"teachers": []
|
| 79 |
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}
|
| 80 |
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}
|
| 81 |
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],
|
| 82 |
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"files": {
|
| 83 |
+
"corpus": {
|
| 84 |
+
"train": [
|
| 85 |
+
{
|
| 86 |
+
"path": "corpus/train-00000-of-00001.parquet",
|
| 87 |
+
"rows": 325293,
|
| 88 |
+
"bytes": 67325645,
|
| 89 |
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"sha256": "bbc8eb12595b71c90824ee61199565ff3d5e4cc591219af4673452584175fcdd"
|
| 90 |
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}
|
| 91 |
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]
|
| 92 |
+
},
|
| 93 |
+
"queries": {
|
| 94 |
+
"train": [
|
| 95 |
+
{
|
| 96 |
+
"path": "queries/train-00000-of-00001.parquet",
|
| 97 |
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"rows": 323136,
|
| 98 |
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"bytes": 16759363,
|
| 99 |
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"sha256": "2936ccdc07a76670733dcd696174dd75eeb3641835dfe5451ef7c8fc7b53b0d0"
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| 100 |
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}
|
| 101 |
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]
|
| 102 |
+
},
|
| 103 |
+
"qrels": {
|
| 104 |
+
"train": [
|
| 105 |
+
{
|
| 106 |
+
"path": "qrels/train-00000-of-00001.parquet",
|
| 107 |
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"rows": 325473,
|
| 108 |
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"bytes": 7396847,
|
| 109 |
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"sha256": "5829a23e5887c1dea2a47da81643648286d9ae70108b435149f9dd58fe02f8ba"
|
| 110 |
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}
|
| 111 |
+
]
|
| 112 |
+
},
|
| 113 |
+
"hard-negatives": {
|
| 114 |
+
"train": [
|
| 115 |
+
{
|
| 116 |
+
"path": "hard-negatives/train-00000-of-00001.parquet",
|
| 117 |
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"rows": 0,
|
| 118 |
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"bytes": 823,
|
| 119 |
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"sha256": "f62b1b56789db979f3b0d83e5e329c7d6533a72d3da081396053e4bb2a4543b0"
|
| 120 |
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}
|
| 121 |
+
]
|
| 122 |
+
},
|
| 123 |
+
"teacher-scores": {
|
| 124 |
+
"train": [
|
| 125 |
+
{
|
| 126 |
+
"path": "teacher-scores/train-00000-of-00001.parquet",
|
| 127 |
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"rows": 0,
|
| 128 |
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"bytes": 815,
|
| 129 |
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"sha256": "8316266e7cbe6867227eefc104eb93ee2252b885a6127a24b8e5c1982716406a"
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| 130 |
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}
|
| 131 |
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]
|
| 132 |
+
}
|
| 133 |
+
},
|
| 134 |
+
"stats_total": {
|
| 135 |
+
"n_queries": 323136,
|
| 136 |
+
"n_corpus": 325293,
|
| 137 |
+
"n_qrels": 325473,
|
| 138 |
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