Pith Number

pith:DWHCR4ZC

pith:2023:DWHCR4ZCW2RNEHGRSWAIULRYM3

not attested not anchored not stored refs pending

Pareto Optimal Learning for Estimating Large Language Model Errors

Hoifung Poon, J. Samuel Preston, Mu Wei, Theodore Zhao

arxiv:2306.16564 v4 · 2023-06-28 · cs.CL · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DWHCR4ZCW2RNEHGRSWAIULRYM3}

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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

CRAFT: Cost-aware Refinement And Front-aware Tuning of Prompts

Calibrating Model-Based Evaluation Metrics for Summarization

Receipt and verification

First computed	2026-07-05T09:51:28.478495Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d8e28f322b6a2d21cd195808a2e3866c3d9574e89b62fc22cf1a7484190054e

Aliases

arxiv: 2306.16564 · arxiv_version: 2306.16564v4 · doi: 10.48550/arxiv.2306.16564 · pith_short_12: DWHCR4ZCW2RN · pith_short_16: DWHCR4ZCW2RNEHGR · pith_short_8: DWHCR4ZC

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/DWHCR4ZCW2RNEHGRSWAIULRYM3 \
  | 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: 1d8e28f322b6a2d21cd195808a2e3866c3d9574e89b62fc22cf1a7484190054e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f3d9f13739d0aa97151804ddc164e4adf142d7bc69efff71eb2d2668b5afeae",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-06-28T21:11:15Z",
    "title_canon_sha256": "33e6c8dbe71611efcf006a2434ffbc4bab642145257656514d886c9d50fd74cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.16564",
    "kind": "arxiv",
    "version": 4
  }
}