Pith Number

pith:2MXKXTPF

pith:2023:2MXKXTPFZDF5ZLMPHRO57B5CMF

not attested not anchored not stored refs pending

Do Large Language Models Pay Similar Attention Like Human Programmers When Generating Code?

Bonan Kou, Lei Ma, Shengmai Chen, Tianyi Zhang, Zhijie Wang

arxiv:2306.01220 v2 · 2023-06-02 · cs.SE · cs.HC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2MXKXTPFZDF5ZLMPHRO57B5CMF}

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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

A Survey on Large Language Models for Code Generation

Receipt and verification

First computed	2026-07-05T08:22:20.507156Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d32eabcde5c8cbdcad8f3c5ddf87a2614f69552fa4c0c3aa673848b815ec9404

Aliases

arxiv: 2306.01220 · arxiv_version: 2306.01220v2 · doi: 10.48550/arxiv.2306.01220 · pith_short_12: 2MXKXTPFZDF5 · pith_short_16: 2MXKXTPFZDF5ZLMP · pith_short_8: 2MXKXTPF

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/2MXKXTPFZDF5ZLMPHRO57B5CMF \
  | 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: d32eabcde5c8cbdcad8f3c5ddf87a2614f69552fa4c0c3aa673848b815ec9404

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d989b6fd6d22e3ece0ee2260a0541d8fa5f30f732258e0272ca9a76ef441c72f",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-06-02T00:57:03Z",
    "title_canon_sha256": "d759dffe88e8d9af3066c381f3762ee62c1f8051d3d351f41ed6e4842487c8ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.01220",
    "kind": "arxiv",
    "version": 2
  }
}