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Pith Number

pith:QTP4WLXP

pith:2025:QTP4WLXP5DPZUTUUCTYUOFVWXS
not attested not anchored not stored refs pending

LLMs Cannot Reliably Judge (Yet?): A Comprehensive Assessment on the Robustness of LLM-as-a-Judge

Chen Chen, Chuokun Xu, Jiaying Wang, Jirui Zhang, Jun Wang, Kwok-Yan Lam, Shouling Ji, Songze Li, Xueluan Gong

arxiv:2506.09443 v3 · 2025-06-11 · cs.CR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{QTP4WLXP5DPZUTUUCTYUOFVWXS}

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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

9 papers in Pith

Who Broke the System? Failure Localization in LLM-Based Multi-Agent Systems
No Hidden Prompts Needed! You Can Game AI Peer Review with Presentation-Only Revisions
Proxy Reward Internalization and Mechanistic Exploitation: A Learned Precursor to Reward Hacking and Its Generalization
RankJudge: A Multi-Turn LLM-as-a-Judge Synthetic Benchmark Generator
MCJudgeBench: A Benchmark for Constraint-Level Judge Evaluation in Multi-Constraint Instruction Following
Receipt and verification
First computed 2026-08-07T00:51:05.938652Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

84dfcb2eefe8df9a4e9414f14716b6bcabb4b6fb7ed294aac94e6c6f4c5155eb

Aliases

arxiv: 2506.09443 · arxiv_version: 2506.09443v3 · doi: 10.48550/arxiv.2506.09443 · pith_short_12: QTP4WLXP5DPZ · pith_short_16: QTP4WLXP5DPZUTUU · pith_short_8: QTP4WLXP
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/QTP4WLXP5DPZUTUUCTYUOFVWXS \
  | 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: 84dfcb2eefe8df9a4e9414f14716b6bcabb4b6fb7ed294aac94e6c6f4c5155eb
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "b2279eb1511fa93da8089a7740e9e387e9b4c5e19e018e0f0b32220b960873b1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-06-11T06:48:57Z",
    "title_canon_sha256": "56ff6802a4b4f66a1f57dd3bb610e796839fb5b18e87429dc6287904fec4544c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.09443",
    "kind": "arxiv",
    "version": 3
  }
}