Pith Number

pith:ME633UFX

pith:2025:ME633UFXJNOOXB3IG5MKLKMSM3

not attested not anchored not stored refs pending

Suggesting Code Edits in Interactive Machine Learning Notebooks Using Large Language Models

Bihui Jin, Jiayue Wang, Pengyu Nie

arxiv:2501.09745 v1 · 2025-01-16 · cs.SE · cs.CL · 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{ME633UFXJNOOXB3IG5MKLKMSM3}

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

CRABS: A syntactic-semantic pincer strategy for bounding LLM interpretation of Python notebooks

Receipt and verification

First computed	2026-07-05T10:01:57.939242Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

613dbdd0b74b5ceb87683758a5a99266c324b33f4471a05bf25545cc1696f1c9

Aliases

arxiv: 2501.09745 · arxiv_version: 2501.09745v1 · doi: 10.48550/arxiv.2501.09745 · pith_short_12: ME633UFXJNOO · pith_short_16: ME633UFXJNOOXB3I · pith_short_8: ME633UFX

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/ME633UFXJNOOXB3IG5MKLKMSM3 \
  | 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: 613dbdd0b74b5ceb87683758a5a99266c324b33f4471a05bf25545cc1696f1c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f68cff0a26100c335c9b3bbf61354bc93cc912e41343d60f53df082c7baa7581",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-01-16T18:55:38Z",
    "title_canon_sha256": "133350f5d4312e0b25f032f0ca67004ed3e5314ee504b3b5fef15d659c755a35"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.09745",
    "kind": "arxiv",
    "version": 1
  }
}