Pith Number

pith:EXZLBRKY

pith:2025:EXZLBRKYN7B4VUH6ZGM6MNKYEA

not attested not anchored not stored refs pending

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning

Ali Hamdi, Fares Wael, Wael Elsersy, Youssef Maklad

arxiv:2502.15727 v2 · 2025-01-30 · cs.NI · cs.AI · cs.CR · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EXZLBRKYN7B4VUH6ZGM6MNKYEA}

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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

1 paper in Pith

Pixels to Play: A Foundation Model for 3D Gameplay

Receipt and verification

First computed	2026-07-05T11:28:34.208496Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

25f2b0c5586fc3cad0fec999e63558202ecf999c3822fe4bf498c59c29a688e6

Aliases

arxiv: 2502.15727 · arxiv_version: 2502.15727v2 · doi: 10.48550/arxiv.2502.15727 · pith_short_12: EXZLBRKYN7B4 · pith_short_16: EXZLBRKYN7B4VUH6 · pith_short_8: EXZLBRKY

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/EXZLBRKYN7B4VUH6ZGM6MNKYEA \
  | 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: 25f2b0c5586fc3cad0fec999e63558202ecf999c3822fe4bf498c59c29a688e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "61730dcee832faa7d7cd476c29c3ce7b1ab46c059134ba4d1b68113747056db3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-01-30T01:03:49Z",
    "title_canon_sha256": "5f4d0670ab2f344e8409a2055d15b66b51f9e9440da97742d800f9f55b4113d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15727",
    "kind": "arxiv",
    "version": 2
  }
}