Pith Number

pith:GEBKGELD

pith:2024:GEBKGELD2IZRSRJRXH7HBDBQMG

not attested not anchored not stored refs pending

Time Series Forecasting with LLMs: Understanding and Enhancing Model Capabilities

Chong Zhang, Hua Tang, Mengnan Du, Mingyu Jin, Qinkai Yu, Xiaobo Jin, Yongfeng Zhang, Zhenting Wang

arxiv:2402.10835 v5 · 2024-02-16 · 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{GEBKGELD2IZRSRJRXH7HBDBQMG}

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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

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T09:54:43.999948Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3102a31163d233194531b9fe708c30618e90b39f78f1ff40d7280188af1087bb

Aliases

arxiv: 2402.10835 · arxiv_version: 2402.10835v5 · doi: 10.48550/arxiv.2402.10835 · pith_short_12: GEBKGELD2IZR · pith_short_16: GEBKGELD2IZRSRJR · pith_short_8: GEBKGELD

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/GEBKGELD2IZRSRJRXH7HBDBQMG \
  | 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: 3102a31163d233194531b9fe708c30618e90b39f78f1ff40d7280188af1087bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e1f93ef9c511850b539b717d4474bf8d60ff588b9bcd287541c536d717ac54c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-16T17:15:28Z",
    "title_canon_sha256": "9bfa4690b91c2429f828203481c5eb71747a92593c1cf0445cccca973886378b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.10835",
    "kind": "arxiv",
    "version": 5
  }
}