Pith Number

pith:JEVYTYU2

pith:2022:JEVYTYU2JBII4JS6MDFNGBGFKD

not attested not anchored not stored refs pending

Natural Language to Code Generation in Interactive Data Science Notebooks

Abhishek Rao, Alex Polozov, Charles Sutton, Henryk Michalewski, Joshua Howland, Kefan Xiao, Kensen Shi, Michele Catasta, Paige Bailey, Pengcheng Yin, Wen-Ding Li, Yeming Wen

arxiv:2212.09248 v1 · 2022-12-19 · cs.CL · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JEVYTYU2JBII4JS6MDFNGBGFKD}

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

4 papers in Pith

Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive

Software Self-Extension with SelfEvolve: an Agentic Architecture for Runtime Code Generation

Language Model Beats Diffusion -- Tokenizer is Key to Visual Generation

LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Receipt and verification

First computed	2026-07-05T05:26:19.677515Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

492b89e29a48508e265e60cad304c550c50bc7650b63746efb86e73de508bd41

Aliases

arxiv: 2212.09248 · arxiv_version: 2212.09248v1 · doi: 10.48550/arxiv.2212.09248 · pith_short_12: JEVYTYU2JBII · pith_short_16: JEVYTYU2JBII4JS6 · pith_short_8: JEVYTYU2

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/JEVYTYU2JBII4JS6MDFNGBGFKD \
  | 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: 492b89e29a48508e265e60cad304c550c50bc7650b63746efb86e73de508bd41

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f74cca67bbf729789040ee67a120b00a494d7e1d07a4c3e242a3157ab583ec88",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-19T05:06:00Z",
    "title_canon_sha256": "b98b52f2f663b08ba27fe798da7f8a37bfbcbbac92be98431d7363d178075a6a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.09248",
    "kind": "arxiv",
    "version": 1
  }
}