Pith Number

pith:DIGLZUVK

pith:2025:DIGLZUVKEK2V42FKUOPK6BEL3Y

not attested not anchored not stored refs pending

When Fairness Isn't Statistical: The Limits of Machine Learning in Evaluating Legal Reasoning

Claire Barale, Michael Rovatsos, Nehal Bhuta

arxiv:2506.03913 v1 · 2025-06-04 · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DIGLZUVKEK2V42FKUOPK6BEL3Y}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Evaluation Cards: An Interpretive Layer for AI Evaluation Reporting

Receipt and verification

First computed	2026-07-05T11:15:53.974126Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a0cbcd2aa22b55e68aaa39eaf048bde0f2e0fb44eff0bcb9e404ac59753b9b3

Aliases

arxiv: 2506.03913 · arxiv_version: 2506.03913v1 · doi: 10.48550/arxiv.2506.03913 · pith_short_12: DIGLZUVKEK2V · pith_short_16: DIGLZUVKEK2V42FK · pith_short_8: DIGLZUVK

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/DIGLZUVKEK2V42FKUOPK6BEL3Y \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 1a0cbcd2aa22b55e68aaa39eaf048bde0f2e0fb44eff0bcb9e404ac59753b9b3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2be9d37728340bd91fa3c65225eb5e8acf87f0b3a786984d7c2db681903296eb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-04T13:05:37Z",
    "title_canon_sha256": "1007926aeaa0d3fd1f7d20f6fbfef629914a5dbe9f4892570e768582f6f1ecc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03913",
    "kind": "arxiv",
    "version": 1
  }
}