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RTEB Open — unified schema

The 15 open retrieval datasets listed on the RTEB leaderboard, each republished as its own repo in one strict, identical schema, with a provenance.json that ties it to the exact source revision mteb evaluates. This repo is just the index; the data lives in the linked repos.

Two further datasets — SWEbenchCodeRetrieval and MIRACLRetrievalHardNegatives — belong to mteb's RTEB(beta) benchmark definition but are not on the RTEB leaderboard above. They were built and verified with the same pipeline (manifest.json records them) but are not published, so they are not in the table.

task repo languages domain license queries documents qrels = mteb
AILACasedocs rteb-AILACasedocs eng legal cc-by-4.0 50 186 195 ✓
AILAStatutes rteb-AILAStatutes eng legal cc-by-4.0 50 82 217 ✓
AppsRetrieval rteb-AppsRetrieval eng code mit 3,765 8,765 3,765 ✓
ChatDoctorRetrieval rteb-ChatDoctorRetrieval eng healthcare unspecified 5,591 5,545 5,591 ✓
CUREv1 rteb-CUREv1 eng, spa, fra healthcare cc-by-nc-4.0 6,000 269,271 80,716 ✓
DS1000Retrieval rteb-DS1000Retrieval eng code cc-by-sa-4.0 1,998 1,998 1,998 ✓
FinanceBenchRetrieval rteb-FinanceBenchRetrieval eng finance apache-2.0 150 145 150 ✓
FinQARetrieval rteb-FinQARetrieval eng finance cc-by-4.0 1,138 380 1,138 ✓
FreshStackRetrieval rteb-FreshStackRetrieval eng code mit 672 3,804 5,445 ✓
HC3FinanceRetrieval rteb-HC3FinanceRetrieval eng finance cc-by-sa-4.0 415 415 415 ✓
HumanEvalRetrieval rteb-HumanEvalRetrieval eng code mit 158 158 158 ✓
LegalQuAD rteb-LegalQuAD deu legal cc-by-4.0 200 200 200 ✓
LegalSummarization rteb-LegalSummarization eng legal apache-2.0 284 438 439 ✓
MBPPRetrieval rteb-MBPPRetrieval eng code cc-by-4.0 974 974 974 ✓
WikiSQLRetrieval rteb-WikiSQLRetrieval eng code bsd-3-clause 2,048 2,048 2,048 ✓

"= mteb" ✓ means: running mteb on the task as shipped and on this build, with a deterministic encoder, produced identical metrics to 1e-9 — the data is the data the benchmark scores.

The schema (every repo)

config columns split
queries id: string, text: string test
corpus id: string, title: string, text: string test
qrels query-id: string, corpus-id: string, score: int32 test

Multilingual repos prefix the configs (ar-queries, ar-corpus, ar-qrels, …). CUREv1 keeps its ten medical-specialty splits and shares one corpus/qrels across en-/es-/fr-queries. Rules: ids unique and non-empty; title always present ("" if none); every query has ≥ 1 qrel; no duplicate pairs; referential integrity — relaxed only for MIRACL, whose source judgements reference documents outside its hard-negative pool (kept, counted, documented).

Use with mteb

import mteb, types
from mteb.abstasks.retrieval import AbsTaskRetrieval

task = mteb.get_task("HumanEvalRetrieval")
task.metadata = task.metadata.model_copy(update={"dataset": {"path": "Hyukkyu/rteb-HumanEvalRetrieval", "revision": "main"}})
# nine RTEB tasks ship a custom load_data hardcoded to their source's split names; the generic loader reads this layout
if type(task).load_data is not AbsTaskRetrieval.load_data:
    task.load_data = types.MethodType(AbsTaskRetrieval.load_data, task)
mteb.evaluate(mteb.get_model("intfloat/multilingual-e5-small"), [task])

Provenance and licensing

Each repo's provenance.json records the source repo and revision, the sha256 of every source file, every change made (renames, casts, dropped columns, orphan/duplicate counts), and the sha256 of every output file. Licenses are per dataset and follow the upstream card where it disagrees with mteb's metadata; the index carries none of its own. Not affiliated with the RTEB or MTEB maintainers. Built 2026-09-08 from mteb main.

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