Pith Number

pith:D6FZYYEL

pith:2025:D6FZYYEL3DAWACJ5GFF3G6SACC

not attested not anchored not stored refs pending

Using LLMs to identify features of personal and professional skills in an open-response situational judgment test

Cole Walsh, Colleen Robb, Muhammad Zafar Iqbal, Rodica Ivan

arxiv:2507.13881 v1 · 2025-07-18 · cs.CL · cs.AI · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D6FZYYEL3DAWACJ5GFF3G6SACC}

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	2026-07-05T11:39:24.903839Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f8b9c608bd8c160093d314bb37a4010a647577ff6c39cd37c7e479c9162a3dd

Aliases

arxiv: 2507.13881 · arxiv_version: 2507.13881v1 · doi: 10.48550/arxiv.2507.13881 · pith_short_12: D6FZYYEL3DAW · pith_short_16: D6FZYYEL3DAWACJ5 · pith_short_8: D6FZYYEL

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/D6FZYYEL3DAWACJ5GFF3G6SACC \
  | 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: 1f8b9c608bd8c160093d314bb37a4010a647577ff6c39cd37c7e479c9162a3dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8713bd3758c674218758e82f8ad8bc04a7245a0c5462c045a8f6e0a726acdd3e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-18T12:59:17Z",
    "title_canon_sha256": "a8b9e8947fbe6edd133864fce2d0b419b703277ac58f05ef5bb22cb690c4a93e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.13881",
    "kind": "arxiv",
    "version": 1
  }
}