Pith Number

pith:EIKD34VW

pith:2025:EIKD34VW2P3W2MJFH6CCTKITLF

not attested not anchored not stored refs pending

Who's the Leader? Analyzing Novice Workflows in LLM-Assisted Debugging of Machine Learning Code

Ashton Anderson, Emma Zhuang, Jessica Y. Bo, Majeed Kazemitabaar

arxiv:2505.08063 v1 · 2025-05-12 · 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{EIKD34VW2P3W2MJFH6CCTKITLF}

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.

Receipt and verification

First computed	2026-07-05T11:02:02.260490Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

22143df2b6d3f76d31253f8429a9135959e323a28525146c326129e6bde0cdb8

Aliases

arxiv: 2505.08063 · arxiv_version: 2505.08063v1 · doi: 10.48550/arxiv.2505.08063 · pith_short_12: EIKD34VW2P3W · pith_short_16: EIKD34VW2P3W2MJF · pith_short_8: EIKD34VW

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/EIKD34VW2P3W2MJFH6CCTKITLF \
  | 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: 22143df2b6d3f76d31253f8429a9135959e323a28525146c326129e6bde0cdb8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "11ae2d07c32032811bff481a84fa6953a4733ddc0c1d86b05ac6534d7c1acb16",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2025-05-12T21:03:42Z",
    "title_canon_sha256": "b2f3f78754250d0910ff3307e6de1eb166cd6901155047ff6ec77fe978427d3b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.08063",
    "kind": "arxiv",
    "version": 1
  }
}