Pith Number

pith:I2TGOLSN

pith:2022:I2TGOLSNXT53VU6SA4KHGNF7LN

not attested not anchored not stored refs pending

A Simple, Yet Effective Approach to Finding Biases in Code Generation

Henryk Michalewski, Mateusz Malinowski, Spyridon Mouselinos

arxiv:2211.00609 v2 · 2022-10-31 · cs.AI · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I2TGOLSNXT53VU6SA4KHGNF7LN}

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

A Survey on Large Language Models for Code Generation

Receipt and verification

First computed	2026-07-05T06:08:12.982170Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46a6672e4dbcfbbad3d207147334bf5b61ecdee2384606f62ae7b5ca2957d147

Aliases

arxiv: 2211.00609 · arxiv_version: 2211.00609v2 · doi: 10.48550/arxiv.2211.00609 · pith_short_12: I2TGOLSNXT53 · pith_short_16: I2TGOLSNXT53VU6S · pith_short_8: I2TGOLSN

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/I2TGOLSNXT53VU6SA4KHGNF7LN \
  | 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: 46a6672e4dbcfbbad3d207147334bf5b61ecdee2384606f62ae7b5ca2957d147

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3209edcf931dc040ff3c09019412be134065f66f5f09bd6b0ee786cc12671bd1",
    "cross_cats_sorted": [
      "cs.PL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-10-31T15:06:15Z",
    "title_canon_sha256": "943025cdc1791f55c6ffe7c8e58ae74f6de184c20a9341c2e38bdec780edf7c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.00609",
    "kind": "arxiv",
    "version": 2
  }
}