Pith Number

pith:6GK2DY56

pith:2025:6GK2DY56XISUWB6JVOTS4WTZRI

not attested not anchored not stored refs pending

No Free Labels: Limitations of LLM-as-a-Judge Without Human Grounding

Charles Lovering, Chris Tanner, Michael Krumdick, Seth Ebner, Varshini Reddy

arxiv:2503.05061 v3 · 2025-03-07 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6GK2DY56XISUWB6JVOTS4WTZRI}

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

12 papers in Pith

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

Deep Research in Physical Sciences: A Multi-Agent Framework and Comprehensive Benchmark

Evidence-Grounded Ensemble Diagnosis of 802.11 Packet Captures: A Multi-Stage Pipeline with Deterministic Reliability Scoring

The Hidden Signal of Verifier Strictness: Controlling and Improving Step-Wise Verification via Selective Latent Steering

RecoAtlas: From Semantic Plausibility to Set-Level Utility in LLM Recommendation Agents

Receipt and verification

First computed	2026-08-12T01:24:11.691919Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f195a1e3beba254b07c9aba72e5a798a262d4cf82aad5e3126092f5074639c08

Aliases

arxiv: 2503.05061 · arxiv_version: 2503.05061v3 · doi: 10.48550/arxiv.2503.05061 · pith_short_12: 6GK2DY56XISU · pith_short_16: 6GK2DY56XISUWB6J · pith_short_8: 6GK2DY56

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/6GK2DY56XISUWB6JVOTS4WTZRI \
  | 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: f195a1e3beba254b07c9aba72e5a798a262d4cf82aad5e3126092f5074639c08

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "390e87ca7ce89df24246429ebdea2c4b8ad106bd30fec7c6219df38602184d9c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-07T00:42:08Z",
    "title_canon_sha256": "2f65519053e3530a5c00ac432ec8f0546cc0356daece3150e14e8ecea29ad9a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.05061",
    "kind": "arxiv",
    "version": 3
  }
}