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Pith Number

pith:KB3TAP72

pith:2025:KB3TAP72XREUK35BZPAZAYTCWI
not attested not anchored not stored refs pending

Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Ming Jin, Qingsong Wen, Stefan Zohren, Wenjie Du, Yaxuan Kong, Yiyuan Yang, Yoontae Hwang, Zhangyang Wang

arxiv:2503.01875 v2 · 2025-02-26 · 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{KB3TAP72XREUK35BZPAZAYTCWI}

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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

6 papers in Pith

TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis
From Time Series Analysis to Question Answering: A Survey in the LLM Era
Time-RA: Towards Time Series Reasoning for Anomaly Diagnosis with LLM Feedback
TS-Agent: Understanding and Reasoning Over Raw Time Series via Iterative Insight Gathering
CAN-QA: A Question-Answering Benchmark for Reasoning over In-Vehicle CAN Traffic
Receipt and verification
First computed 2026-07-05T11:28:34.779046Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

5077303ffabc49456fa1cbc1906262b221f0fe2cad51dc1f407a81857493f90e

Aliases

arxiv: 2503.01875 · arxiv_version: 2503.01875v2 · doi: 10.48550/arxiv.2503.01875 · pith_short_12: KB3TAP72XREU · pith_short_16: KB3TAP72XREUK35B · pith_short_8: KB3TAP72
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/KB3TAP72XREUK35BZPAZAYTCWI \
  | 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: 5077303ffabc49456fa1cbc1906262b221f0fe2cad51dc1f407a81857493f90e
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "b7c175338d1f85f88bf4b7266fb55e4a2e1f56addb24fc5ce03a7c9c815eea5a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-26T13:47:13Z",
    "title_canon_sha256": "c42a07041f4e51e5395d458438139504ced9c305a03d04e25b63dff052fc60b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.01875",
    "kind": "arxiv",
    "version": 2
  }
}