Pith Number

pith:2D6EYZLN

pith:2024:2D6EYZLNZV6KEXUSCEEUWEQVFQ

not attested not anchored not stored refs pending

Benchmarking Large Language Model Uncertainty for Prompt Optimization

Pei-Fu Guo, Shou-De Lin, Yun-Da Tsai

arxiv:2409.10044 v2 · 2024-09-16 · 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{2D6EYZLNZV6KEXUSCEEUWEQVFQ}

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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

Generalizing Large Language Model Usability Across Resource-Constrained

Receipt and verification

First computed	2026-07-05T09:54:04.406268Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d0fc4c656dcd7ca25e9211094b12152c15de7f4f9bb2d5612a12053bea2d5b1f

Aliases

arxiv: 2409.10044 · arxiv_version: 2409.10044v2 · doi: 10.48550/arxiv.2409.10044 · pith_short_12: 2D6EYZLNZV6K · pith_short_16: 2D6EYZLNZV6KEXUS · pith_short_8: 2D6EYZLN

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/2D6EYZLNZV6KEXUSCEEUWEQVFQ \
  | 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: d0fc4c656dcd7ca25e9211094b12152c15de7f4f9bb2d5612a12053bea2d5b1f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "beb579356c933e8af993393c5ee4d3aa722cf83b9f276ba656f71e1c1dfe1790",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-16T07:13:30Z",
    "title_canon_sha256": "67c63dc3f2e169e4d831c9ce4eca356eadd5bae69a3f3d93cd95a0e76fd3c780"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.10044",
    "kind": "arxiv",
    "version": 2
  }
}