Pith Number

pith:LSQ4X47E

pith:2024:LSQ4X47EVBO7RMVJQJLDO3Q65G

not attested not anchored not stored refs pending

Do Large Code Models Understand Programming Concepts? Counterfactual Analysis for Code Predicates

Aaron Wilson, Ashish Hooda, Kassem Fawaz, Mihai Christodorescu, Miltiadis Allamanis, Somesh Jha

arxiv:2402.05980 v3 · 2024-02-08 · cs.SE · cs.AI · cs.LG · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LSQ4X47EVBO7RMVJQJLDO3Q65G}

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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

Evaluating Code Reasoning Abilities of Large Language Models Under Real-World Settings

Receipt and verification

First computed	2026-07-05T10:12:58.266709Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ca1cbf3e4a85df8b2a98256376e1ee9aee2de0b89955f113f4cd694f1eb3cb1

Aliases

arxiv: 2402.05980 · arxiv_version: 2402.05980v3 · doi: 10.48550/arxiv.2402.05980 · pith_short_12: LSQ4X47EVBO7 · pith_short_16: LSQ4X47EVBO7RMVJ · pith_short_8: LSQ4X47E

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/LSQ4X47EVBO7RMVJQJLDO3Q65G \
  | 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: 5ca1cbf3e4a85df8b2a98256376e1ee9aee2de0b89955f113f4cd694f1eb3cb1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a7b634b57b0fc287648abdcb1ec8797b2087d761d474f51386a9062fdd9e1178",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.PL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-02-08T06:48:01Z",
    "title_canon_sha256": "10f32eb6eb63a52f3ec03bd65e9806e5e92843ab58e40514018c2bc0840dd39d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.05980",
    "kind": "arxiv",
    "version": 3
  }
}