Pith Number

pith:LWCBQGVZ

pith:2023:LWCBQGVZZ42TGQMF7XNEFH6KYK

not attested not anchored not stored refs pending

Domain Specialization as the Key to Make Large Language Models Disruptive: A Comprehensive Survey

Amit Panalkar, Can Zheng, Carl Yang, Chengyuan Deng, Chen Ling, Chris White, Dhagash Mehta, Haifeng Chen, Haoyu Wang, Hejie Cui, Jian Pei, Jiaying Lu, Junxiang Wang, Liang Zhao, Quanquan Gu, Stefano Pasquali, Tanmoy Chowdhury, Tianjiao Zhao, Wei Cheng, Xuchao Zhang, Xujiang Zhao, Yanchi Liu, Yun Li, Zhengzhang Chen

arxiv:2305.18703 v7 · 2023-05-30 · cs.CL · 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{LWCBQGVZZ42TGQMF7XNEFH6KYK}

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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

7 papers in Pith

Predicate Importance Estimation and Decoupled Rationale-Score Distillation for Entity Alignment

When AI Reviews Its Own Code: Recursive Self-Training Collapse in Code LLMs

TS-Reasoner: Domain-Oriented Time Series Inference Agents for Reasoning and Automated Analysis

Towards EnergyGPT: A Large Language Model Specialized for the Energy Sector

Knowledge-Driven Hallucination in Large Language Models: An Empirical Study on Process Modeling

Receipt and verification

First computed	2026-07-05T08:01:59.670621Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d84181ab9cf35334185fdda429fcac29bab5d3e000dbdba407722544f9dde79

Aliases

arxiv: 2305.18703 · arxiv_version: 2305.18703v7 · doi: 10.48550/arxiv.2305.18703 · pith_short_12: LWCBQGVZZ42T · pith_short_16: LWCBQGVZZ42TGQMF · pith_short_8: LWCBQGVZ

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/LWCBQGVZZ42TGQMF7XNEFH6KYK \
  | 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: 5d84181ab9cf35334185fdda429fcac29bab5d3e000dbdba407722544f9dde79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee4370470305e4162576c439e92fbfacb09b4fb335d44fcfe74e6ef662aed275",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-30T03:00:30Z",
    "title_canon_sha256": "ce76607ad2733d350c505afb0e6a8d56e68442e19f2f88dd54b6ac5c71e2c240"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.18703",
    "kind": "arxiv",
    "version": 7
  }
}