Pith Number

pith:6YL7BNQ6

pith:2025:6YL7BNQ6AV743BINWLSV3465JE

not attested not anchored not stored refs pending

Exploring Expert Failures Improves LLM Agent Tuning

Andrew Bai, Cho-Jui Hsieh, Li-Cheng Lan, Minhao Cheng, Tianyi Zhou

arxiv:2504.13145 v2 · 2025-04-17 · 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{6YL7BNQ6AV743BINWLSV3465JE}

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

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Receipt and verification

First computed	2026-07-05T10:51:06.713110Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f617f0b61e057fcd850db2e55df3dd4925c45ef73e74eb1d31e868663ad06475

Aliases

arxiv: 2504.13145 · arxiv_version: 2504.13145v2 · doi: 10.48550/arxiv.2504.13145 · pith_short_12: 6YL7BNQ6AV74 · pith_short_16: 6YL7BNQ6AV743BIN · pith_short_8: 6YL7BNQ6

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/6YL7BNQ6AV743BINWLSV3465JE \
  | 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: f617f0b61e057fcd850db2e55df3dd4925c45ef73e74eb1d31e868663ad06475

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c06df822032fa850bff1f1ccfde40638de42449557e434efcdce3e5a9e007372",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-04-17T17:53:54Z",
    "title_canon_sha256": "63f3f00a6cc5ad9fb20b607b4f75a7c12325814c7d17ff0974aeeba163680542"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.13145",
    "kind": "arxiv",
    "version": 2
  }
}