Pith Number

pith:VH5AHQ43

pith:2023:VH5AHQ43A6RFVMCHIJRNV3XTHE

not attested not anchored not stored refs pending

N-Critics: Self-Refinement of Large Language Models with Ensemble of Critics

Antonio Guillen, Ashwin Ramesh Babu, Avisek Naug, Desik Rengarajan, Ricardo Luna Guti\'errez, Sajad Mousavi, Soumyendu Sarkar, Vineet Gundecha

arxiv:2310.18679 v2 · 2023-10-28 · 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{VH5AHQ43A6RFVMCHIJRNV3XTHE}

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

Survey of LLM Agent Communication with MCP: A Software Design Pattern Centric Review

Receipt and verification

First computed	2026-07-05T07:10:29.817644Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9fa03c39b07a25ab0474262daeef3391c25301d731d2b6f7d4cad00b63f0bed

Aliases

arxiv: 2310.18679 · arxiv_version: 2310.18679v2 · doi: 10.48550/arxiv.2310.18679 · pith_short_12: VH5AHQ43A6RF · pith_short_16: VH5AHQ43A6RFVMCH · pith_short_8: VH5AHQ43

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/VH5AHQ43A6RFVMCHIJRNV3XTHE \
  | 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: a9fa03c39b07a25ab0474262daeef3391c25301d731d2b6f7d4cad00b63f0bed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "326a41a18dd701bd486f990c9426093cd96bf5fad0c92253741044c5002ce6cc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-28T11:22:22Z",
    "title_canon_sha256": "d8c57e4e90b87a62a34580df27e87f7f5df44a84045c2fd39b533b87017e91b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.18679",
    "kind": "arxiv",
    "version": 2
  }
}