Pith Number

pith:NNJVEJAS

pith:2024:NNJVEJASVDIFEGZANYIXT6MWX7

not attested not anchored not stored refs pending

An Empirical Study on Self-correcting Large Language Models for Data Science Code Generation

Anh Nguyen-Duc, Duc Ha Minh, Thai Tang Quoc, Tho Quan Thanh

arxiv:2408.15658 v1 · 2024-08-28 · cs.SE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NNJVEJASVDIFEGZANYIXT6MWX7}

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

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle

Receipt and verification

First computed	2026-07-05T09:00:15.292877Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b53522412a8d0521b206e1179f996bfe466467e587a6482c76361e99c8f5d5b

Aliases

arxiv: 2408.15658 · arxiv_version: 2408.15658v1 · doi: 10.48550/arxiv.2408.15658 · pith_short_12: NNJVEJASVDIF · pith_short_16: NNJVEJASVDIFEGZA · pith_short_8: NNJVEJAS

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/NNJVEJASVDIFEGZANYIXT6MWX7 \
  | 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: 6b53522412a8d0521b206e1179f996bfe466467e587a6482c76361e99c8f5d5b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9816aaf91d609d8dbf9c7df59249f3218483a89d069976b20a2ddc7e3f957be1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-08-28T09:19:09Z",
    "title_canon_sha256": "e98ff8d25bafe566ea63aacab93f208b7f5ce8ff82189e1bfd4fddc4c0ca5ca8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.15658",
    "kind": "arxiv",
    "version": 1
  }
}