Pith Number

pith:MWEIXSSM

pith:2025:MWEIXSSMZIAKL7YMHB6R232Z5M

not attested not anchored not stored refs pending

Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Bin Yan, Miao Fang, Mingzhe Li, Rui Yan, Xiuying Chen, Yuhan Liu, Zirui Song

arxiv:2502.10708 v2 · 2025-02-15 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MWEIXSSMZIAKL7YMHB6R232Z5M}

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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

5 papers in Pith

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Will LLMs Scaling Hit the Wall? Breaking Barriers via Distributed Resources on Massive Edge Devices

TeleCom-Bench: How Far Are Large Language Models from Industrial Telecommunication Applications?

G-reasoner: Foundation Models for Unified Reasoning over Graph-structured Knowledge

KnowPilot: Your Knowledge-Driven Copilot for Domain Tasks

Receipt and verification

First computed	2026-07-05T12:01:57.698798Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65888bca4cca00a5ff0c387d1d6f59eb2279adba9788307189355b751d5fd2cf

Aliases

arxiv: 2502.10708 · arxiv_version: 2502.10708v2 · doi: 10.48550/arxiv.2502.10708 · pith_short_12: MWEIXSSMZIAK · pith_short_16: MWEIXSSMZIAKL7YM · pith_short_8: MWEIXSSM

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/MWEIXSSMZIAKL7YMHB6R232Z5M \
  | 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: 65888bca4cca00a5ff0c387d1d6f59eb2279adba9788307189355b751d5fd2cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "91398a4448d6b037a36435e51a5f4de74f74cdd08fc291dc54a639158e38acf6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-15T07:43:43Z",
    "title_canon_sha256": "c60151b9c1cdafe9bd1278e684b7239f70f72ddff1cc5d043dc5a14a7451a419"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.10708",
    "kind": "arxiv",
    "version": 2
  }
}