Pith Number

pith:TQ3QSZ3X

pith:2024:TQ3QSZ3XKVOQGWOGVAHTSRTUKO

not attested not anchored not stored refs pending

Understanding Why Large Language Models Can Be Ineffective in Time Series Analysis: The Impact of Modality Alignment

Chang George Dong, Liangwei Nathan Zheng, Lin Yue, Miao Xu, Olaf Maennel, Wei Emma Zhang, Weitong Chen

arxiv:2410.12326 v2 · 2024-10-16 · cs.LG

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\usepackage{pith}
\pithnumber{TQ3QSZ3XKVOQGWOGVAHTSRTUKO}

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Record completeness

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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

Rethinking Gating Mechanism in Sparse MoE: Handling Arbitrary Modality Inputs with Confidence-Guided Gate

From Time Series Analysis to Question Answering: A Survey in the LLM Era

Receipt and verification

First computed	2026-07-05T11:09:01.689891Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c37096777555d0359c6a80f39467453b0b97146d998df054c4ba3e34a976b7e

Aliases

arxiv: 2410.12326 · arxiv_version: 2410.12326v2 · doi: 10.48550/arxiv.2410.12326 · pith_short_12: TQ3QSZ3XKVOQ · pith_short_16: TQ3QSZ3XKVOQGWOG · pith_short_8: TQ3QSZ3X

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/TQ3QSZ3XKVOQGWOGVAHTSRTUKO \
  | 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: 9c37096777555d0359c6a80f39467453b0b97146d998df054c4ba3e34a976b7e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca8ebc098e4f1290608dec4df1bc69d39d7654833102fd86128a2ba26f718fc2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-16T07:47:31Z",
    "title_canon_sha256": "50a75717d12c19a45356b28e397f46ea862b4808b11195ba9912da7da13cd6bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12326",
    "kind": "arxiv",
    "version": 2
  }
}