Pith Number

pith:5JUQ6AHP

pith:2023:5JUQ6AHP6OSLEWR5KDIGXU7USZ

not attested not anchored not stored refs pending

Instruct-FinGPT: Financial Sentiment Analysis by Instruction Tuning of General-Purpose Large Language Models

Boyu Zhang, Hongyang Yang, Xiao-Yang Liu

arxiv:2306.12659 v1 · 2023-06-22 · cs.CL · cs.LG · q-fin.ST · q-fin.TR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5JUQ6AHP6OSLEWR5KDIGXU7USZ}

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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

5 papers in Pith

MadEvolve: Evolutionary Optimization of Trading Systems with Large Language Models

Hierarchical Reinforced Trader (HRT): A Bi-Level Approach for Optimizing Stock Selection and Execution

Bridging Language Models and Financial Analysis

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

Fin-Bias: Comprehensive Evaluation for LLM Decision-Making under human bias in Finance Domain

Receipt and verification

First computed	2026-07-05T06:23:41.127090Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea690f00eff3a4b25a3d50d06bd3f49654758b3d1e768bbe787115b71f79f2f8

Aliases

arxiv: 2306.12659 · arxiv_version: 2306.12659v1 · doi: 10.48550/arxiv.2306.12659 · pith_short_12: 5JUQ6AHP6OSL · pith_short_16: 5JUQ6AHP6OSLEWR5 · pith_short_8: 5JUQ6AHP

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/5JUQ6AHP6OSLEWR5KDIGXU7USZ \
  | 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: ea690f00eff3a4b25a3d50d06bd3f49654758b3d1e768bbe787115b71f79f2f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "59ebf1308b780f5c5ebdae4aa2cbe91314ab298f4af5adc099f501cb80c18722",
    "cross_cats_sorted": [
      "cs.LG",
      "q-fin.ST",
      "q-fin.TR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-06-22T03:56:38Z",
    "title_canon_sha256": "092c6b27db41ffefcacea39c973dc9876f6b4030f38b53144952fd19223ceadc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.12659",
    "kind": "arxiv",
    "version": 1
  }
}