Pith Number

pith:TDKEGA3H

pith:2024:TDKEGA3H7NPGSOUKGLTPVK3DSV

not attested not anchored not stored refs pending

Context is Key: A Benchmark for Forecasting with Essential Textual Information

Alexandre Drouin, Alexandre Lacoste, Andrew Robert Williams, Arjun Ashok, \'Etienne Marcotte, Irina Rish, James Requeima, Jithendaraa Subramanian, Nicolas Chapados, Roland Riachi, Valentina Zantedeschi

arxiv:2410.18959 v4 · 2024-10-24 · cs.LG · cs.AI · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TDKEGA3H7NPGSOUKGLTPVK3DSV}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Aionoscope: Debugging Latent-State Accessibility in Time-Series Representations

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

CaTS-Bench: Can Language Models Describe Time Series?

TimeSeriesExamAgent: Creating Time Series Reasoning Benchmarks at Scale

When Do We Need LLMs? A Diagnostic for Language-Driven Bandits

Receipt and verification

First computed	2026-07-05T11:16:30.197631Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

98d4430367fb5e693a8a32e6faab6395675ba1e9d0c3931bed32a1e550379139

Aliases

arxiv: 2410.18959 · arxiv_version: 2410.18959v4 · doi: 10.48550/arxiv.2410.18959 · pith_short_12: TDKEGA3H7NPG · pith_short_16: TDKEGA3H7NPGSOUK · pith_short_8: TDKEGA3H

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/TDKEGA3H7NPGSOUKGLTPVK3DSV \
  | 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: 98d4430367fb5e693a8a32e6faab6395675ba1e9d0c3931bed32a1e550379139

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9cd22e708eb1d251a91418e3aa78087d589cf0e8c28035866c9bec2acae8f6d8",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-24T17:56:08Z",
    "title_canon_sha256": "934d01761005c9234d43218a88d52dc17b7b256fbde0763de2be6d83d36b5e84"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.18959",
    "kind": "arxiv",
    "version": 4
  }
}