Pith Number

pith:VX4YFMXB

pith:2024:VX4YFMXBCLXCKOKQIUXPHZ25IL

not attested not anchored not stored refs pending

LLM-Forest: Ensemble Learning of LLMs with Graph-Augmented Prompts for Data Imputation

Curtiss B. Cook, Jiaru Zou, Jingrui He, Tianxin Wei, Xinrui He, Yikun Ban

arxiv:2410.21520 v4 · 2024-10-28 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VX4YFMXBCLXCKOKQIUXPHZ25IL}

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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

APEX$^2$: Adaptive and Extreme Summarization for Personalized Knowledge Graphs

Receipt and verification

First computed	2026-07-05T11:58:21.392518Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

adf982b2e112ee253950452ef3e75d42f855e592df03cfed033dce0d3bef05eb

Aliases

arxiv: 2410.21520 · arxiv_version: 2410.21520v4 · doi: 10.48550/arxiv.2410.21520 · pith_short_12: VX4YFMXBCLXC · pith_short_16: VX4YFMXBCLXCKOKQ · pith_short_8: VX4YFMXB

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/VX4YFMXBCLXCKOKQIUXPHZ25IL \
  | 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: adf982b2e112ee253950452ef3e75d42f855e592df03cfed033dce0d3bef05eb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ef12d7b44089b9f1264fdfb9628c1854e97f6a74e762f4cb24e70401bedd603",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-28T20:42:46Z",
    "title_canon_sha256": "69a564882375fcc19d8508ac2106f6c3957e5687ebc3121fcf0b30bab12f665e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.21520",
    "kind": "arxiv",
    "version": 4
  }
}