Pith Number

pith:65RY34BL

pith:2024:65RY34BLVLB3K2JIUOTXA3ROR5

not attested not anchored not stored refs pending

The Fellowship of the LLMs: Multi-Model Workflows for Synthetic Preference Optimization Dataset Generation

Abdul Hameed Azeemi, Agha Ali Raza, Awais Athar, Samee Arif, Sualeha Farid

arxiv:2408.08688 v7 · 2024-08-16 · 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{65RY34BLVLB3K2JIUOTXA3ROR5}

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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

2 papers in Pith

When Planning Fails Despite Correct Execution: On Epistemic Calibration for LLM-Based Multi-Agent Systems

LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods

Receipt and verification

First computed	2026-07-05T11:54:08.489137Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7638df02baac3b56928a3a7706e2e8f77828977e8f13d2ca9bde8f4c0419d23

Aliases

arxiv: 2408.08688 · arxiv_version: 2408.08688v7 · doi: 10.48550/arxiv.2408.08688 · pith_short_12: 65RY34BLVLB3 · pith_short_16: 65RY34BLVLB3K2JI · pith_short_8: 65RY34BL

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/65RY34BLVLB3K2JIUOTXA3ROR5 \
  | 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: f7638df02baac3b56928a3a7706e2e8f77828977e8f13d2ca9bde8f4c0419d23

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb88146c0f0dda0f5a35938b083d9067e8d974de468b959bfe50d42d0072cfea",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-16T12:01:55Z",
    "title_canon_sha256": "5a7636a6210c52a6afae6a3ec0c998c8e1fc3688c48773c24d9bf1f2c148c2ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.08688",
    "kind": "arxiv",
    "version": 7
  }
}