Pith Number

pith:FIC6RENI

pith:2024:FIC6RENIWQ7DXPSHQQOBI3PTCP

not attested not anchored not stored refs pending

Text2TimeSeries: Enhancing Financial Forecasting through Time Series Prediction Updates with Event-Driven Insights from Large Language Models

Litton Jose Kurisinkel, Pruthwik Mishra, Yue Zhang

arxiv:2407.03689 v1 · 2024-07-04 · 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{FIC6RENIWQ7DXPSHQQOBI3PTCP}

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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

Large Language models for Time Series Analysis: Techniques, Applications, and Challenges

Receipt and verification

First computed	2026-07-05T08:40:22.113341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a05e891a8b43e3bbe47841c146df313c711b8b624067582701d1a733e218e1d

Aliases

arxiv: 2407.03689 · arxiv_version: 2407.03689v1 · doi: 10.48550/arxiv.2407.03689 · pith_short_12: FIC6RENIWQ7D · pith_short_16: FIC6RENIWQ7DXPSH · pith_short_8: FIC6RENI

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/FIC6RENIWQ7DXPSHQQOBI3PTCP \
  | 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: 2a05e891a8b43e3bbe47841c146df313c711b8b624067582701d1a733e218e1d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b768164826d0317521e4fe06e2495099e4e9ae8d9a8dcd86af956b819a231c52",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-04T07:21:38Z",
    "title_canon_sha256": "8de738de5783e697e04fee1f1036654976da7821bfd13e608872ce41ecc6459e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.03689",
    "kind": "arxiv",
    "version": 1
  }
}