Pith Number

pith:2RZJZRCD

pith:2024:2RZJZRCDHT6HYEFSUBCOB5PT2G

not attested not anchored not stored refs pending

A Comprehensive Survey of Small Language Models in the Era of Large Language Models: Techniques, Enhancements, Applications, Collaboration with LLMs, and Trustworthiness

Fali Wang, Junjie Xu, Ming Huang, Qi He, Qiuhao Lu, Rui Li, Suhang Wang, Tzuhao Mo, Wanjing Wang, Xianfeng Tang, Xianren Zhang, Yao Ma, Zhiwei Zhang, Zongyu Wu

arxiv:2411.03350 v2 · 2024-11-04 · cs.CL · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2RZJZRCDHT6HYEFSUBCOB5PT2G}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

8 papers in Pith

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Multi-Source Cybersecurity Logs: An ATT&CK-Labeled Dataset and SLM Evaluation

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

OrganicHAR: Towards Activity Discovery in Organic Settings for Privacy Preserving Sensors Using Efficient Video Analysis

Large Language Model-Brained GUI Agents: A Survey

Receipt and verification

First computed	2026-07-05T09:54:48.149302Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d4729cc4433cfc7c10b2a044e0f5f3d1b5c829bf0de3e35604b766cad845c630

Aliases

arxiv: 2411.03350 · arxiv_version: 2411.03350v2 · doi: 10.48550/arxiv.2411.03350 · pith_short_12: 2RZJZRCDHT6H · pith_short_16: 2RZJZRCDHT6HYEFS · pith_short_8: 2RZJZRCD

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/2RZJZRCDHT6HYEFSUBCOB5PT2G \
  | 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: d4729cc4433cfc7c10b2a044e0f5f3d1b5c829bf0de3e35604b766cad845c630

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3d4e010b0c456328581a85b30466cd73edbad1cd839facf45004c67723566139",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-04T04:43:01Z",
    "title_canon_sha256": "a930679cdc708f007f7de5a769cfe8ecb702d70f1723d64d66c25a0e98bcfa20"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.03350",
    "kind": "arxiv",
    "version": 2
  }
}