Pith Number

pith:TQVPIUIU

pith:2025:TQVPIUIUMXSEBVGQCJ5AH5PTIC

not attested not anchored not stored refs pending

Towards Adaptive ML Benchmarks: Web-Agent-Driven Construction, Domain Expansion, and Metric Optimization

Feng Wei, Hangyi Jia, Hanwen Tong, Lin Chen, Xinhui Wu, YuXi Qian

arxiv:2509.09321 v1 · 2025-09-11 · 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{TQVPIUIUMXSEBVGQCJ5AH5PTIC}

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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

From Question Answering to Task Completion: A Survey on Agent System and Harness Design

Receipt and verification

First computed	2026-07-05T12:09:33.885416Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c2af4511465e440d4d0127a03f5f34084262e484bc882fc818d31020fd55e92

Aliases

arxiv: 2509.09321 · arxiv_version: 2509.09321v1 · doi: 10.48550/arxiv.2509.09321 · pith_short_12: TQVPIUIUMXSE · pith_short_16: TQVPIUIUMXSEBVGQ · pith_short_8: TQVPIUIU

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/TQVPIUIUMXSEBVGQCJ5AH5PTIC \
  | 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: 9c2af4511465e440d4d0127a03f5f34084262e484bc882fc818d31020fd55e92

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "680061c239f3c9d0088a2f6e09d40d603a11d8ad9c39ec3297fde6f9b2acb53f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-09-11T10:10:48Z",
    "title_canon_sha256": "aaf051dee893b6016bb75d8b6b7daef27cb727b956d58f1492e5aba522fd8d0a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.09321",
    "kind": "arxiv",
    "version": 1
  }
}