Pith Number

pith:2JVNSI4F

pith:2023:2JVNSI4FXSNOYAEFA7KDJTWYDI

not attested not anchored not stored refs pending

Generation Probabilities Are Not Enough: Uncertainty Highlighting in AI Code Completions

Adam Fourney, Gagan Bansal, Helena Vasconcelos, Jennifer Wortman Vaughan, Q. Vera Liao

arxiv:2302.07248 v3 · 2023-02-14 · cs.HC · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2JVNSI4FXSNOYAEFA7KDJTWYDI}

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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

An Empirical Evaluation of LLM-Generated Code Security Across Prompting Methods

Uncertainty Quantification for LLM-based Code Generation

Hint-Writing with Deferred AI Assistance: Fostering Critical Engagement in Data Science Education

Receipt and verification

First computed	2026-07-05T09:33:24.023264Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d26ad92385bc9aec008507d434ced81a088cc05681827daae129cb7f0a0a5bbe

Aliases

arxiv: 2302.07248 · arxiv_version: 2302.07248v3 · doi: 10.48550/arxiv.2302.07248 · pith_short_12: 2JVNSI4FXSNO · pith_short_16: 2JVNSI4FXSNOYAEF · pith_short_8: 2JVNSI4F

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/2JVNSI4FXSNOYAEFA7KDJTWYDI \
  | 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: d26ad92385bc9aec008507d434ced81a088cc05681827daae129cb7f0a0a5bbe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85037a21918537ec8406de57b8aae913aa453041dd0843b919e7035280ae0909",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2023-02-14T18:43:34Z",
    "title_canon_sha256": "5eec1ef2eaf413064d176bde0085bdf39ec7de88cc6715fc9c15e7569b13a6ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.07248",
    "kind": "arxiv",
    "version": 3
  }
}