Pith Number

pith:ERSHSMI4

pith:2023:ERSHSMI4TQYHXMQOUJR62RBD5S

not attested not anchored not stored refs pending

LLMs for Science: Usage for Code Generation and Data Analysis

Fabian Stiehle, Ingo Weber, Luca Zacharias, Mohamed Nejjar

arxiv:2311.16733 v4 · 2023-11-28 · cs.SE · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ERSHSMI4TQYHXMQOUJR62RBD5S}

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

Understanding the Human-LLM Dynamic: A Literature Survey of LLM Use in Programming Tasks

Receipt and verification

First computed	2026-07-05T08:10:59.024252Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

246479311c9c307bb20ea263ed4423eca6845e4ed71961c95170b0c224b13b87

Aliases

arxiv: 2311.16733 · arxiv_version: 2311.16733v4 · doi: 10.48550/arxiv.2311.16733 · pith_short_12: ERSHSMI4TQYH · pith_short_16: ERSHSMI4TQYHXMQO · pith_short_8: ERSHSMI4

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/ERSHSMI4TQYHXMQOUJR62RBD5S \
  | 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: 246479311c9c307bb20ea263ed4423eca6845e4ed71961c95170b0c224b13b87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3b6365125a4980318416e63c7e36cd7f35b2fd9a9bf3d63560397b97bc50eca",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-11-28T12:29:33Z",
    "title_canon_sha256": "cd5e7fc42398beb22de4d411fff89f250c76f506102239ccc633b84ceced4e5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.16733",
    "kind": "arxiv",
    "version": 4
  }
}