Pith Number

pith:43PTLG3V

pith:2024:43PTLG3VE2435DF3TZE4UNLLCI

not attested not anchored not stored refs pending

Graph-based Uncertainty Metrics for Long-form Language Model Outputs

Mingjian Jiang, Prasanna Sattigeri, Salim Roukos, Tatsunori Hashimoto, Yangjun Ruan

arxiv:2410.20783 v1 · 2024-10-28 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{43PTLG3VE2435DF3TZE4UNLLCI}

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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

3 papers in Pith

When Calibration Rankings Reverse: Accuracy-Controlled Evaluation for Fair Comparison of LLMs

Why Semantic Entropy Fails: Geometry-Aware and Calibrated Uncertainty for Policy Optimization

LoVeC: Reinforcement Learning for Better Verbalized Confidence in Long-Form Generations

Receipt and verification

First computed	2026-07-05T09:27:11.024558Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e6df359b7526b9be8cbb9e49ca356b12342c743a534e62434609dd1fdcc492d6

Aliases

arxiv: 2410.20783 · arxiv_version: 2410.20783v1 · doi: 10.48550/arxiv.2410.20783 · pith_short_12: 43PTLG3VE243 · pith_short_16: 43PTLG3VE2435DF3 · pith_short_8: 43PTLG3V

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/43PTLG3VE2435DF3TZE4UNLLCI \
  | 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: e6df359b7526b9be8cbb9e49ca356b12342c743a534e62434609dd1fdcc492d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8246e3bff231a45b74a2a70fc2d3cfeaf8e04799db0d11cff4c4b3a6a95dd32d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-28T06:47:25Z",
    "title_canon_sha256": "f86863bb87ed1509a83d7019967583bb578da728eb9fc5eecc60dc0f4b6499b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.20783",
    "kind": "arxiv",
    "version": 1
  }
}