Pith Number

pith:YE5CRN2F

pith:2025:YE5CRN2FGUM7T24BPLKA6LN3KT

not attested not anchored not stored refs pending

Using Large Language Models to Develop Requirements Elicitation Skills

(2) SCORE Lab, (3) Oak Park High School, Amador Dur\'an Toro (2), Armando Fox (1), Berkeley, CA, Jos\'e Antonio Parejo (2), Nelson Lojo (1), Oak Park, Pablo Fern\'andez (2) ((1) Univ. of California, Rafael Gonz\'alez (2), Rohan Philip (3), Sevilla, Spain, Univ. of Sevilla, USA, USA)

arxiv:2503.07800 v2 · 2025-03-10 · 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{YE5CRN2FGUM7T24BPLKA6LN3KT}

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

Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science

Receipt and verification

First computed	2026-07-05T10:46:23.068309Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c13a28b7453519f9eb817ad40f2dbb54c5bed2e7258ca2a471a377650faf43f6

Aliases

arxiv: 2503.07800 · arxiv_version: 2503.07800v2 · doi: 10.48550/arxiv.2503.07800 · pith_short_12: YE5CRN2FGUM7 · pith_short_16: YE5CRN2FGUM7T24B · pith_short_8: YE5CRN2F

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/YE5CRN2FGUM7T24BPLKA6LN3KT \
  | 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: c13a28b7453519f9eb817ad40f2dbb54c5bed2e7258ca2a471a377650faf43f6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63db67f801c54d78d18ab506d4e3756f1fffa61de4bd4566ebbb93dccd2e7578",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-03-10T19:27:38Z",
    "title_canon_sha256": "974498bc19272a52be0c9d97c6538d1d990d1eb762dbc61489f4f99cf25ee74c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.07800",
    "kind": "arxiv",
    "version": 2
  }
}