Pith Number

pith:PBYGUDTA

pith:2024:PBYGUDTAOFPDYVFYEPYVSPRF7K

not attested not anchored not stored refs pending

AcTracer: Active Testing of Large Language Model via Multi-Stage Sampling

Felix Juefei-Xu, Jiayang Song, Lei Ma, Qiang Hu, Yuheng Huang

arxiv:2408.03573 v2 · 2024-08-07 · cs.SE · cs.AI · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PBYGUDTAOFPDYVFYEPYVSPRF7K}

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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

Does Few-Shot Learning Help LLM Performance in Code Synthesis?

Receipt and verification

First computed	2026-07-05T11:19:20.449918Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78706a0e60715e3c54b823f1593e25fa9fbc45550cd4a678278f8d0662e84ae9

Aliases

arxiv: 2408.03573 · arxiv_version: 2408.03573v2 · doi: 10.48550/arxiv.2408.03573 · pith_short_12: PBYGUDTAOFPD · pith_short_16: PBYGUDTAOFPDYVFY · pith_short_8: PBYGUDTA

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/PBYGUDTAOFPDYVFYEPYVSPRF7K \
  | 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: 78706a0e60715e3c54b823f1593e25fa9fbc45550cd4a678278f8d0662e84ae9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "592a122fb679272e2205009cd56b305ac2dd21d64862f1d1ddfd4b64a0c55e75",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-08-07T06:17:48Z",
    "title_canon_sha256": "c269fa9b2cc09080506cb8103053ab3baed4192f84a4cee4189a2c137a848a03"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.03573",
    "kind": "arxiv",
    "version": 2
  }
}