Pith Number

pith:Q67UXFLD

pith:2024:Q67UXFLD6IQCFWADBGAPY6FD4F

not attested not anchored not stored refs pending

Generative Adversarial Reviews: When LLMs Become the Critic

Narimasa Watanabe, Nicolas Bougie

arxiv:2412.10415 v1 · 2024-12-09 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q67UXFLD6IQCFWADBGAPY6FD4F}

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

Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator

When Roles Fail: Epistemic Constraints on Advocate Role Fidelity in LLM-Based Political Statement Analysis

Receipt and verification

First computed	2026-07-05T09:49:15.692537Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

87bf4b9563f22022d8030980fc78a3e15c4da50820b9eda1105db0eb7838f75f

Aliases

arxiv: 2412.10415 · arxiv_version: 2412.10415v1 · doi: 10.48550/arxiv.2412.10415 · pith_short_12: Q67UXFLD6IQC · pith_short_16: Q67UXFLD6IQCFWAD · pith_short_8: Q67UXFLD

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/Q67UXFLD6IQCFWADBGAPY6FD4F \
  | 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: 87bf4b9563f22022d8030980fc78a3e15c4da50820b9eda1105db0eb7838f75f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c219ca4889fde0b59582af8a0f435fad022d0321fef2082b6428c5ad0555176",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-09T06:58:17Z",
    "title_canon_sha256": "f830dc4145ffcffbb3213a2eac476995eb7f74561de04c89154fca0351860122"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10415",
    "kind": "arxiv",
    "version": 1
  }
}