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Pith Number

pith:MPPBMNZI

pith:2025:MPPBMNZI5FCYASQF6ZMYAJPKLW
not attested not anchored not stored refs pending

Pragmatic Reasoning improves LLM Code Generation

Adish Singla, Sven Apel, Vera Demberg, Zhuchen Cao

arxiv:2502.15835 v5 · 2025-02-20 · cs.CL · cs.AI · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MPPBMNZI5FCYASQF6ZMYAJPKLW}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Receipt and verification
First computed 2026-05-26T01:03:11.192672Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

63de163728e945804a05f6598025ea5dac9c18c632e7e77c188513ae7b9cc78a

Aliases

arxiv: 2502.15835 · arxiv_version: 2502.15835v5 · doi: 10.48550/arxiv.2502.15835 · pith_short_12: MPPBMNZI5FCY · pith_short_16: MPPBMNZI5FCYASQF · pith_short_8: MPPBMNZI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MPPBMNZI5FCYASQF6ZMYAJPKLW \
  | 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: 63de163728e945804a05f6598025ea5dac9c18c632e7e77c188513ae7b9cc78a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "894cbd19d20e825782b9171b3df47b9d5d228a6b2c9a30ce5c0338b09e4046ec",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-20T12:44:26Z",
    "title_canon_sha256": "6e477138331ab0bd860c4a5f593b4b7ac80e8c11a86235cab79dd302a2d50396"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15835",
    "kind": "arxiv",
    "version": 5
  }
}