Pith Number

pith:PPDEUSN4

pith:2024:PPDEUSN4Q4QMODAIAOOUX44ZYM

not attested not anchored not stored refs pending

An Empirical Study on Large Language Models in Accuracy and Robustness under Chinese Industrial Scenarios

Baozheng Jiang, Pingchuan Ma, Shuai Wang, Sijia He, Weixi Gu, Wenying Qiu, Yichen Li, You Li, Zongjie Li

arxiv:2402.01723 v1 · 2024-01-27 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{PPDEUSN4Q4QMODAIAOOUX44ZYM}

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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

2 papers in Pith

The Consistency Dilemma in LLMs: Generator-Evaluator Agreement and Vulnerability to Mistakes

Bidirectional Empowerment of Metamorphic Testing and Large Language Models: A Systematic Survey

Receipt and verification

First computed	2026-07-05T07:41:05.698751Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7bc64a49bc8720c70c08039d4bf399c3013344b3ae10f6ab6a9072ca3394d0e5

Aliases

arxiv: 2402.01723 · arxiv_version: 2402.01723v1 · doi: 10.48550/arxiv.2402.01723 · pith_short_12: PPDEUSN4Q4QM · pith_short_16: PPDEUSN4Q4QMODAI · pith_short_8: PPDEUSN4

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/PPDEUSN4Q4QMODAIAOOUX44ZYM \
  | 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: 7bc64a49bc8720c70c08039d4bf399c3013344b3ae10f6ab6a9072ca3394d0e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6676b15eed7e3049826b44ca309015097f15cb9a793c911dbbb5d54b48b3cfa",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-27T03:37:55Z",
    "title_canon_sha256": "23595875e8efacef6b1e78e913a2bf0f913f3751441759746b39c221bd4720f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.01723",
    "kind": "arxiv",
    "version": 1
  }
}