Pith Number

pith:XWRINCSK

pith:2024:XWRINCSKX6H5KUXMJNGBU7SSNK

not attested not anchored not stored refs pending

Evaluating Large Language Models on Time Series Feature Understanding: A Comprehensive Taxonomy and Benchmark

Elizabeth Fons, Manuela Veloso, Rachneet Kaur, Soham Palande, Svitlana Vyetrenko, Tucker Balch, Zhen Zeng

arxiv:2404.16563 v2 · 2024-04-25 · 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{XWRINCSKX6H5KUXMJNGBU7SSNK}

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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

Peak-Detector: Explainable Peak Detection via Instruction-Tuned Large Language Models in Physiological Sign

BEDTime: A Unified Benchmark for Automatically Describing Time Series

TS-Agent: Understanding and Reasoning Over Raw Time Series via Iterative Insight Gathering

TSVer: A Benchmark for Fact Verification Against Time-Series Evidence

SupChain-Bench: Benchmarking Large Language Models for Real-World Supply Chain Management

Receipt and verification

First computed	2026-07-05T09:17:40.609199Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bda2868a4abf8fd552ec4b4c1a7e526a87e57179d09b7af3b60f9e84f9739651

Aliases

arxiv: 2404.16563 · arxiv_version: 2404.16563v2 · doi: 10.48550/arxiv.2404.16563 · pith_short_12: XWRINCSKX6H5 · pith_short_16: XWRINCSKX6H5KUXM · pith_short_8: XWRINCSK

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/XWRINCSKX6H5KUXMJNGBU7SSNK \
  | 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: bda2868a4abf8fd552ec4b4c1a7e526a87e57179d09b7af3b60f9e84f9739651

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a12caa1188e741125107fd4bc6ebbb3a7d4095b601bd999ed08d6a80428fa98",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-25T12:24:37Z",
    "title_canon_sha256": "e7e5a20999e20fe26033b901c3788d4eadd00601f520599eec7fa73809a6aafe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.16563",
    "kind": "arxiv",
    "version": 2
  }
}