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32 changes: 29 additions & 3 deletions CASELAW_METHODOLOGY.md
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@@ -1,7 +1,7 @@
# EvidenceBench caselaw module

The v2 sealed holdout adds 16 evidence-caselaw questions to the 96 FRE-focused
items. The caselaw module is balanced across eight intersections:
The v3 sealed holdout contains 55 evidence-caselaw questions alongside the 96
FRE-focused items. Its original 16-question module is balanced across eight intersections:

- federal and state authority;
- civil and criminal proceedings; and
Expand All @@ -17,7 +17,33 @@ Question rationales were checked against official court publications or official
reporters where available. The benchmark requires a reporter citation; a case
name without a reporter citation does not satisfy citation recall.

The v2 prompt asks for legal authorities. FRE questions continue to require
The v3 prompt asks for legal authorities. FRE questions continue to require
normalized FRE citations, while caselaw questions require official reporter
citations. Answer accuracy, authority precision, authority recall, authority
F1, hallucination rate, and the 70/30 overall formula are otherwise unchanged.

## Data.gov/DOJ-NIJ expansion

The 33-question v3 tranche uses every unique, citable decision dated 2020–2024
that the public-domain DOJ/NIJ Post-PCAST decisions table labels published.
This triples caselaw coverage from 16 to 49 questions and adds explicit year,
recency, publication-status, forensic-discipline, and source dimensions. The
government table is frozen as a normalized 124-row JSON snapshot with hashes.

Each sealed question asks for the evidentiary decision effect recorded for one
case and requires that case's published reporter, slip-opinion, or LEXIS
citation. Dataset labels and summaries are preserved in the sealed rationale.
The source is primarily forensic and criminal; published decisions in this
slice include 21 state and 12 federal cases, but only three civil cases. Scores
therefore report source-specific dimensions rather than implying balance.

## Published 2026 decisions

Six current decisions supplement the Data.gov tranche: four published federal
appellate opinions and two decisions in New York's Official Reports. They cover
Rule 702 expert gatekeeping, Rule 403 and stipulations, documentary evidence,
expert disclosure, hearsay exceptions, and the Confrontation Clause. Because
official reporter pagination may not yet exist for recently issued opinions,
the frozen authority index accepts the court docket or New York slip citation.
The public `data/recent-caselaw-2026.json` file records official source URLs and
SHA-256 hashes; no secondary case summary is treated as authority.
5 changes: 5 additions & 0 deletions DATA_LICENSE.md
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Expand Up @@ -7,3 +7,8 @@ result artifacts in this repository are licensed under
The sealed official holdout is not included in this repository and is not
licensed for redistribution. It is maintained by Objection Academy solely for
official benchmark runs.

`data/doj-nij-post-pcast-2024.json` is a normalized snapshot of the U.S.
Department of Justice/National Institute of Justice Post-PCAST decisions table.
Data.gov identifies that source dataset as Public Domain. Its provenance and
source hashes are embedded in the snapshot.
25 changes: 21 additions & 4 deletions METHODOLOGY.md
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# EvidenceBench v1 methodology
# EvidenceBench v3 methodology

EvidenceBench evaluates closed-book responses to attorney-authored evidence
questions. A model receives a multiple-choice question and must return JSON
Expand All @@ -9,12 +9,27 @@ is available to the model.
## Dataset

- Development set: 24 public questions licensed CC BY-NC 4.0.
- Official v2 holdout: 112 sealed questions—96 FRE-focused and 16 caselaw;
- Official v3 holdout: 151 sealed questions—96 FRE-focused and 55 caselaw;
only aggregate results are published.
- Every item has a stable ID, category, difficulty, rationale, gold answer,
required citation groups, accepted citations, corpus version, and attorney
review record.

The v3 expansion adds 33 unique decisions from 2020–2024 that the DOJ/NIJ
Post-PCAST decisions dataset marks as published and for which a deterministic
case citation can be frozen. The source is public domain and cataloged by
Data.gov. The complete normalized 124-row source snapshot, its retrieval URL,
raw HTML hash, and normalized-record hash are checked in. Duplicate captions,
unpublished rows, Lexis-only rows not marked published, uncitable rows, date
mismatches, and decisions outside the frozen window are excluded.

A separate current-law tranche adds six published decisions issued in 2026:
four federal appellate opinions and two New York Official Reports decisions.
Each source is court- or GovInfo-hosted, and the public metadata snapshot records
the official URL, retrieval date, source hash, holding, court, docket or slip
citation, and coverage dimensions. Unpublished decisions and secondary summaries
are excluded.

## Scoring

Answer accuracy is exact option match. Citation precision is accepted cited
Expand All @@ -23,7 +38,8 @@ citation groups satisfied. Citation F1 is their harmonic mean. A citation that
does not exist in the frozen FRE corpus is hallucinated; a real but
unannotated authority is unsupported. Overall score is 70% answer accuracy and
30% authority-citation F1. Caselaw results are additionally aggregated across
federal/state, civil/criminal, and popular/obscure dimensions.
federal/state, civil/criminal, popular/obscure, decision-year, recency,
publication-status, forensic-discipline, and source dimensions.

## Reproducibility

Expand All @@ -36,7 +52,8 @@ of prompt rendering and scoring without exposing the official holdout.

EvidenceBench measures this specific closed-book task. It does not measure
case-law research, jurisdiction-specific practice, current good-law status,
or the safety of using a model in litigation.
or the safety of using a model in litigation. The DOJ/NIJ source is concentrated
in forensic-science admissibility and is not representative of all evidence law.

## Authority freeze

Expand Down
26 changes: 16 additions & 10 deletions README.md
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Expand Up @@ -15,9 +15,15 @@ professional legal research.

## What is sealed

The v2 official holdout contains 96 FRE-focused questions plus a 16-question
caselaw module balanced across federal/state, civil/criminal, and
popular/obscure decisions. It is attorney-reviewed,
The v3 official holdout contains 96 FRE-focused questions plus a 55-question
caselaw module. The original 16-case matrix remains balanced across
federal/state, civil/criminal, and popular/obscure decisions. A new 33-question
tranche covers every unique, citable decision from 2020–2024 classified as
published in the public-domain DOJ/NIJ Post-PCAST dataset cataloged by
[Data.gov](https://catalog.data.gov/dataset/post-pcast-court-decisions-assessing-the-admissibility-of-forensic-science-evidence).
Six additional published 2026 decisions are frozen from official federal court,
GovInfo, and New York Official Reports sources.
It is attorney-reviewed,
and never distributed with the Objection Academy app. Its prompts,
annotations, and item-level results are not public. Once approved, published
manifests will commit to the holdout with a SHA-256 hash, counts, categories,
Expand All @@ -40,16 +46,16 @@ Each item receives answer accuracy, authority precision, authority recall,
citation F1, citation-existence status, and unsupported-citation status.
Official overall score is `0.70 * answer accuracy + 0.30 * citation F1`.
Missing citations, refusals, and invalid structured outputs score zero for
authority F1. Caselaw questions require an official reporter citation.
authority F1. Caselaw questions require a frozen reporter, slip-opinion, or
published LEXIS citation.

## Authority corpus

v1 uses the Federal Rules of Evidence in effect December 1, 2025. The pending
Rule 801 amendment effective December 1, 2026 is excluded from v1.
v3 uses the Federal Rules of Evidence in effect December 1, 2025. The pending
Rule 801 amendment effective December 1, 2026 is excluded.

## Official-run gate

The sealed 96-question holdout has an attorney-approved citation and content
review record and is committed in the public manifest by SHA-256. The initial
leaderboard remains empty until six credentialed, closed-book provider runs
complete and their signed aggregate results are exported.
The sealed holdout has an attorney-approved citation and content review record
and is committed in each public manifest by SHA-256. The normalized government
source snapshot is public; sealed questions and item-level model outputs are not.
60 changes: 60 additions & 0 deletions data/case-authorities-v3.json
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{
"version": "CASELAW-DATAGOV-2026-07-14",
"citations": [
"17 Cal. 3d 24",
"195 N.E.3d 19",
"2022-Ohio-1739",
"2023 U.S. Dist. LEXIS 208806",
"2024 Cal. App. LEXIS 532",
"2024-Ohio-2572",
"2026 NY Slip Op 26043",
"2026 NY Slip Op 26081",
"208 N.J. 208",
"223 N.E.3d 160",
"234 N.J. 340",
"275 N.C. App. 843",
"306 A.3d 126",
"308 Neb. 708",
"337 Conn. 527",
"35 N.Y.3d 24",
"352 Or. 724",
"442 F. Supp. 3d 1122",
"444 F. Supp. 3d 1248",
"463 N.J. Super. 355",
"464 F. Supp. 3d 1252",
"466 N.J. Super. 270",
"467 F. Supp. 3d 598",
"483 Md. 637",
"502 F. Supp. 3d 28",
"505 U.S. 317",
"509 U.S. 579",
"512 P.3d 269",
"513 U.S. 150",
"519 U.S. 172",
"526 U.S. 137",
"528 U.S. 440",
"536 F. Supp. 3d 856",
"541 U.S. 36",
"55 Cal. 4th 747",
"552 U.S. 379",
"576 F. Supp. 3d 827",
"58 Cal. App. 5th 504",
"6 N.Y.3d 636",
"623 S.W.3d 717",
"629 F. Supp. 3d 841",
"63 F.4th 1229",
"662 Pa. 672",
"68 Misc. 3d 899",
"7 N.Y.3d 434",
"75 Cal. App. 5th 694",
"81 Misc. 3d 550",
"86 Cal. App. 5th 1094",
"92 A.3d 766",
"973 F.3d 667",
"990 F.3d 457",
"No. 23-2226",
"No. 23-30854",
"No. 24-1743",
"No. 24-1907"
]
}
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