Pith Number

pith:GTTZ6FUW

pith:2025:GTTZ6FUWZEWASK34VIYLMI7Y2T

not attested not anchored not stored refs pending

AI Analyst: Framework and Comprehensive Evaluation of Large Language Models for Financial Time Series Report Generation

Berowne Hlavaty, Charese Smiley, Elena Kochkina, Elizabeth Fons, Manuela Veloso, Rachneet Kaur, Svitlana Vyetrenko, Zhen Zeng

arxiv:2507.00718 v1 · 2025-07-01 · 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{GTTZ6FUWZEWASK34VIYLMI7Y2T}

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.

Receipt and verification

First computed	2026-07-05T11:30:13.475164Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34e79f1696c92c092b7caa30b623f8d4fe648ae648af6de830da027dbe2e1e5e

Aliases

arxiv: 2507.00718 · arxiv_version: 2507.00718v1 · doi: 10.48550/arxiv.2507.00718 · pith_short_12: GTTZ6FUWZEWA · pith_short_16: GTTZ6FUWZEWASK34 · pith_short_8: GTTZ6FUW

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/GTTZ6FUWZEWASK34VIYLMI7Y2T \
  | 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: 34e79f1696c92c092b7caa30b623f8d4fe648ae648af6de830da027dbe2e1e5e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f98d97fc1f522ed941bacee1bda4e29eb6d22eb2f95279302195ecf96e4deec",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-01T12:57:18Z",
    "title_canon_sha256": "981b7f1fc53ac81efe0dd93fecd0ec7984ce9418ac9d64293d6e96b8b9f66a5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.00718",
    "kind": "arxiv",
    "version": 1
  }
}