Pith Number

pith:DAJLSYUW

pith:2024:DAJLSYUWH5NXQRS5IFOXJJ5BG3

not attested not anchored not stored refs pending

Language Models Still Struggle to Zero-shot Reason about Time Series

Mike A. Merrill, Mingtian Tan, Tim Althoff, Tom Hartvigsen, Vinayak Gupta

arxiv:2404.11757 v1 · 2024-04-17 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DAJLSYUWH5NXQRS5IFOXJJ5BG3}

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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

FoNE: Precise Single-Token Number Embeddings via Fourier Features

Chronicle: A Multimodal Foundation Model for Joint Language and Time Series Understanding

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

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

Overcoming the Modality Gap in Context-Aided Forecasting

Receipt and verification

First computed	2026-07-05T08:09:15.395059Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1812b962963f5b78465d415d74a7a136f2b2baa0d83255c4504f5819b81239a2

Aliases

arxiv: 2404.11757 · arxiv_version: 2404.11757v1 · doi: 10.48550/arxiv.2404.11757 · pith_short_12: DAJLSYUWH5NX · pith_short_16: DAJLSYUWH5NXQRS5 · pith_short_8: DAJLSYUW

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/DAJLSYUWH5NXQRS5IFOXJJ5BG3 \
  | 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: 1812b962963f5b78465d415d74a7a136f2b2baa0d83255c4504f5819b81239a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "000918cede8b23ca1c2647d70c1dd7f835a186daeb9bbede24957fe277ddacc9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-17T21:27:33Z",
    "title_canon_sha256": "e6cc38374749ceb84bdc33f21754dfc360ec760af17c83ca4cafa5112545ded5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.11757",
    "kind": "arxiv",
    "version": 1
  }
}