Pith Number

pith:LQJIKFIB

pith:2026:LQJIKFIBAABI5MW4EPXG35EBE6

not attested not anchored not stored refs pending

From Rubrics to Reliable Scores: Evidence-Grounded Text Evaluation with LLM Judges

Bolin Shen, Huaiyuan Yao, Hua Wei, Wanpeng Xu, Yihan Hong, Yushun Dong

arxiv:2601.08654 v2 · 2026-01-13 · cs.CL · cs.AI · 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{LQJIKFIBAABI5MW4EPXG35EBE6}

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

2 papers in Pith

How Sensitive Are Safety Benchmarks to Judge Configuration Choices?

Beyond Accuracy: Policy Invariance as a Reliability Test for LLM Safety Judges

Receipt and verification

First computed	2026-05-29T00:04:12.738007Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c1285150100028eb2dc23ee6df48127b4e4088ba1d03a4809913fa9d0c1c514

Aliases

arxiv: 2601.08654 · arxiv_version: 2601.08654v2 · doi: 10.48550/arxiv.2601.08654 · pith_short_12: LQJIKFIBAABI · pith_short_16: LQJIKFIBAABI5MW4 · pith_short_8: LQJIKFIB

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/LQJIKFIBAABI5MW4EPXG35EBE6 \
  | 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: 5c1285150100028eb2dc23ee6df48127b4e4088ba1d03a4809913fa9d0c1c514

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b973b0370e81eaba5945dba11167593162a51412868e0f17340b5e8f78697813",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-01-13T15:31:42Z",
    "title_canon_sha256": "da23c475d7d3238b95daef93fc96d3b004dbb18a01703d86fa44d07fe32f3719"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.08654",
    "kind": "arxiv",
    "version": 2
  }
}