Pith Number

pith:36T2OYL6

pith:2023:36T2OYL6RYWIYCVIZKGPQNUEIF

not attested not anchored not stored refs pending

RRAML: Reinforced Retrieval Augmented Machine Learning

Andrea Bacciu, Fabrizio Silvestri, Federico Siciliano, Florin Cuconasu, Giovanni Trappolini, Nicola Tonellotto

arxiv:2307.12798 v3 · 2023-07-24 · cs.CL · 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{36T2OYL6RYWIYCVIZKGPQNUEIF}

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.

Receipt and verification

First computed	2026-07-05T08:08:50.131908Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dfa7a7617e8e2c8c0aa8ca8cf83684416bc254257a62d2c33cb642751e6b2be0

Aliases

arxiv: 2307.12798 · arxiv_version: 2307.12798v3 · doi: 10.48550/arxiv.2307.12798 · pith_short_12: 36T2OYL6RYWI · pith_short_16: 36T2OYL6RYWIYCVI · pith_short_8: 36T2OYL6

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/36T2OYL6RYWIYCVIZKGPQNUEIF \
  | 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: dfa7a7617e8e2c8c0aa8ca8cf83684416bc254257a62d2c33cb642751e6b2be0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b21ce746a5a9c8b5b97b4048bbe02e1bb75f071f07d40eb6880d815027318c7f",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-07-24T13:51:19Z",
    "title_canon_sha256": "f9dfd7d7f64fa8be876232eaa6121c67b72cf8d8a1390d4dd4c64e56b103c338"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.12798",
    "kind": "arxiv",
    "version": 3
  }
}