Pith Number

pith:TBCUMBGT

pith:2025:TBCUMBGTBIO2A2NEJF5YXX4ZSP

not attested not anchored not stored refs pending

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach

Juyeon Yoon, Robert Feldt, Shin Yoo

arxiv:2501.13480 v1 · 2025-01-23 · cs.SE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TBCUMBGTBIO2A2NEJF5YXX4ZSP}

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	2026-07-05T10:04:29.305306Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

98454604d30a1da069a4497b8bdf9993d693b619476a8df494224364a524211a

Aliases

arxiv: 2501.13480 · arxiv_version: 2501.13480v1 · doi: 10.48550/arxiv.2501.13480 · pith_short_12: TBCUMBGTBIO2 · pith_short_16: TBCUMBGTBIO2A2NE · pith_short_8: TBCUMBGT

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/TBCUMBGTBIO2A2NEJF5YXX4ZSP \
  | 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: 98454604d30a1da069a4497b8bdf9993d693b619476a8df494224364a524211a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2cddc2625716a055885790122a47a3cfb99b00ad2e5b43db4d032cff4f959953",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-01-23T08:53:12Z",
    "title_canon_sha256": "32f410d14f29f749cd5be0c92b2a306d4a260616c8e58d9a56c788d9655c47b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.13480",
    "kind": "arxiv",
    "version": 1
  }
}