Pith Number

pith:7S4CDO6T

pith:2023:7S4CDO6TGVYOVMRS3RADZTJIS7

not attested not anchored not stored refs pending

InvestLM: A Large Language Model for Investment using Financial Domain Instruction Tuning

Kar Yan Tam, Yixuan Tang, Yi Yang

arxiv:2309.13064 v1 · 2023-09-15 · q-fin.GN · cs.AI · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7S4CDO6TGVYOVMRS3RADZTJIS7}

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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

8 papers in Pith

Market Regime Council for Dynamic Credit Assignment in Multi-Agent LLM Decision Systems

Bridging Language Models and Financial Analysis

Perovskite-R1: a domain-specialized large language model for intelligent discovery of precursor additives and experimental design

From Feedback Loops to Policy Updates: Reinforcement Fine-Tuning for LLM-Based Alpha Factor Discovery

MetaGraph: A Large-Scale Meta-Analysis of GenAI in Financial NLP (2022-2025)

Receipt and verification

First computed	2026-07-05T06:54:23.664704Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fcb821bbd33570eab232dc403ccd2897c4cab99e998b6addb8ded58a1dadc6ef

Aliases

arxiv: 2309.13064 · arxiv_version: 2309.13064v1 · doi: 10.48550/arxiv.2309.13064 · pith_short_12: 7S4CDO6TGVYO · pith_short_16: 7S4CDO6TGVYOVMRS · pith_short_8: 7S4CDO6T

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/7S4CDO6TGVYOVMRS3RADZTJIS7 \
  | 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: fcb821bbd33570eab232dc403ccd2897c4cab99e998b6addb8ded58a1dadc6ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb8b2c9666491f3e6ce2a3c009abb8025d1bdfb2f4fa6d49cd0a73c32a1a7ce9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.GN",
    "submitted_at": "2023-09-15T02:59:31Z",
    "title_canon_sha256": "00330ac79f44942b441e1095e32e7c8a35f373a349eed55175a0e425c2bf46ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.13064",
    "kind": "arxiv",
    "version": 1
  }
}