Pith Number

pith:P643P6HM

pith:2024:P643P6HM6GKBP43ZZQOL4SRRD5

not attested not anchored not stored refs pending

How Beginning Programmers and Code LLMs (Mis)read Each Other

Arjun Guha, Carolyn Jane Anderson, Hannah McLean Babe, Molly Q Feldman, Sydney Nguyen, Yangtian Zi

arxiv:2401.15232 v2 · 2024-01-26 · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P643P6HM6GKBP43ZZQOL4SRRD5}

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

2 papers in Pith

Precision or Peril: A PoC of Python Code Quality from Quantized Large Language Models

A Study of LLMs' Preferences for Libraries and Programming Languages

Receipt and verification

First computed	2026-07-05T08:40:58.807230Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7fb9b7f8ecf19417f379cc1cbe4a311f5f47bf903f5deaaed079e5668fbaf185

Aliases

arxiv: 2401.15232 · arxiv_version: 2401.15232v2 · doi: 10.48550/arxiv.2401.15232 · pith_short_12: P643P6HM6GKB · pith_short_16: P643P6HM6GKBP43Z · pith_short_8: P643P6HM

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/P643P6HM6GKBP43ZZQOL4SRRD5 \
  | 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: 7fb9b7f8ecf19417f379cc1cbe4a311f5f47bf903f5deaaed079e5668fbaf185

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21420b7ab2c3c65f9e6ccdf9df56c68637b3fa6aa1d0d76008be564fc0968df2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2024-01-26T22:36:53Z",
    "title_canon_sha256": "6995ef70206545ad3ee958c163cf2e1e4782830336ebca5814e2ae2f2d435bd6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.15232",
    "kind": "arxiv",
    "version": 2
  }
}