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Pith Number

pith:NMP6NLPJ

pith:2023:NMP6NLPJBTGBS5ZJ4B3NLY6MDU
not attested not anchored not stored refs pending

Human Still Wins over LLM: An Empirical Study of Active Learning on Domain-Specific Annotation Tasks

Bingsheng Yao, Dakuo Wang, Peng Zhang, Shao Zhang, Toby Jia-Jun Li, Tun Lu, Yun Wang, Yuxuan Lu

arxiv:2311.09825 v1 · 2023-11-16 · cs.CL

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\usepackage{pith}
\pithnumber{NMP6NLPJBTGBS5ZJ4B3NLY6MDU}

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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.

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1 paper in Pith

Receipt and verification
First computed 2026-07-05T07:13:33.369648Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

6b1fe6ade90ccc197729e076d5e3cc1d25cfeaf87081a61b0660f63232f0f317

Aliases

arxiv: 2311.09825 · arxiv_version: 2311.09825v1 · doi: 10.48550/arxiv.2311.09825 · pith_short_12: NMP6NLPJBTGB · pith_short_16: NMP6NLPJBTGBS5ZJ · pith_short_8: NMP6NLPJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/NMP6NLPJBTGBS5ZJ4B3NLY6MDU \
  | 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: 6b1fe6ade90ccc197729e076d5e3cc1d25cfeaf87081a61b0660f63232f0f317
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f0ff2f09185329efbe708261f2b56549892ac636335023f34ebe0b0c8d01259d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-16T11:51:13Z",
    "title_canon_sha256": "5906017ab53f52dee97ebf07376c0f5742e035971a4a3ffb7c9021137df70ce1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.09825",
    "kind": "arxiv",
    "version": 1
  }
}