Pith Number

pith:VKT5FH2U

pith:2024:VKT5FH2UEF6W34YSJMNIYKMNHH

not attested not anchored not stored refs pending

How Can Large Language Models Understand Spatial-Temporal Data?

Lei Liu, Runze Wang, Shuo Yu, Yanming Shen, Zhenxun Ma

arxiv:2401.14192 v2 · 2024-01-25 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VKT5FH2UEF6W34YSJMNIYKMNHH}

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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

3 papers in Pith

A Study of Temporal Fusion Strategies for Named Entity Recognition in Historical Texts

Vision-LLMs for Spatiotemporal Traffic Forecasting

STReasoner: Empowering LLMs for Spatio-Temporal Reasoning in Time Series via Spatial-Aware Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:20:09.734746Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aaa7d29f54217d6df3124b1a8c298d39e8bbb3ec58743eea015b6a6ebdf0704e

Aliases

arxiv: 2401.14192 · arxiv_version: 2401.14192v2 · doi: 10.48550/arxiv.2401.14192 · pith_short_12: VKT5FH2UEF6W · pith_short_16: VKT5FH2UEF6W34YS · pith_short_8: VKT5FH2U

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/VKT5FH2UEF6W34YSJMNIYKMNHH \
  | 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: aaa7d29f54217d6df3124b1a8c298d39e8bbb3ec58743eea015b6a6ebdf0704e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "75be493775b78939544d6996f4e64c6e78a25771bdb784ff0b778c82e2bc4c72",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-25T14:03:15Z",
    "title_canon_sha256": "7c2538046532f6ba6e1b0eb26215c49490f37cfd17ec6279836b1df1a8271223"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.14192",
    "kind": "arxiv",
    "version": 2
  }
}