Pith Number

pith:SM6HVZHS

pith:2024:SM6HVZHSFAMWY2DX6X7YEKQUP4

not attested not anchored not stored refs pending

Automatic Programming: Large Language Models and Beyond

Abhik Roychoudhury, Baishakhi Ray, Michael R. Lyu, Patanamon Thongtanunam, Shin Hwei Tan

arxiv:2405.02213 v2 · 2024-05-03 · cs.SE · cs.AI · 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{SM6HVZHSFAMWY2DX6X7YEKQUP4}

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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	2026-07-05T08:19:24.720435Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

933c7ae4f228196c6877f5ff822a147f0d4b6e9e4bd319c04feb7b83ab50d37d

Aliases

arxiv: 2405.02213 · arxiv_version: 2405.02213v2 · doi: 10.48550/arxiv.2405.02213 · pith_short_12: SM6HVZHSFAMW · pith_short_16: SM6HVZHSFAMWY2DX · pith_short_8: SM6HVZHS

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/SM6HVZHSFAMWY2DX6X7YEKQUP4 \
  | 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: 933c7ae4f228196c6877f5ff822a147f0d4b6e9e4bd319c04feb7b83ab50d37d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc1f50a0c50750fd574c744487a956963396d95e7e3432351305e1dc54f8de30",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-05-03T16:19:24Z",
    "title_canon_sha256": "cc455ea2a77d503d841c3abc20c4c0074d641cdc1af9736f80e756ac06b403c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.02213",
    "kind": "arxiv",
    "version": 2
  }
}