Pith Number

pith:WWREUNIR

pith:2024:WWREUNIRSJBIIZPHCHUFHFPJTY

not attested not anchored not stored refs pending

Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications

Alejandro Lopez-Lira, Benyou Wang, Daniel Kim, Dong Li, Duanyu Feng, Guojun Xiong, Haohang Li, Honghai Yu, Jian-Yun Nie, Jimin Huang, Jordan W. Suchow, Junichi Tsujii, Kaleb E Smith, Lihang Shen, Lingfei Qian, Meikang Qiu, Mengxi Xiao, Min Peng, Peng Lu, Qianqian Xie, Ruey-Ling Weng, Ruoyu Xiang, Shunian Chen, Sophia Ananiadou, VijayaSai Somasundaram, Weiguang Han, Xiao-Yang Liu, Xiao Zhang, Xueqing Peng, Yang Ren, Yangyang Yu, Yan Wang, Yanzhao Lai, Yifei Zhang, Yongfu Dai, Yueru He, Yupeng Cao, Yuzhe Yang, Zheheng Luo, Zhengyu Chen, Zhiwei Liu, Zhiyang Deng, Zhiyuan Yao, Zihao Jiang

arxiv:2408.11878 v3 · 2024-08-20 · cs.CL · cs.CE · q-fin.CP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WWREUNIRSJBIIZPHCHUFHFPJTY}

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

5 papers in Pith

FinAcumen: Financial Multimodal Reasoning via Self-Evolving Experience Memory Harness

Beyond Agent Architecture: Execution Assumptions and Reproducibility in LLM-Based Trading Systems

Herculean: An Agentic Benchmark for Financial Intelligence

Hyperbolic Concept Bottleneck Models

Receipt and verification

First computed	2026-07-05T11:17:34.763996Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5a24a351192428465e711e85395e99e0c144999de529fc945d1ce04c75800cd

Aliases

arxiv: 2408.11878 · arxiv_version: 2408.11878v3 · doi: 10.48550/arxiv.2408.11878 · pith_short_12: WWREUNIRSJBI · pith_short_16: WWREUNIRSJBIIZPH · pith_short_8: WWREUNIR

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/WWREUNIRSJBIIZPHCHUFHFPJTY \
  | 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: b5a24a351192428465e711e85395e99e0c144999de529fc945d1ce04c75800cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c1142ef13ebbe47925a1cdcb52f485e9c8e8b8bab243738c4c91218413d7ed6c",
    "cross_cats_sorted": [
      "cs.CE",
      "q-fin.CP"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-20T16:15:28Z",
    "title_canon_sha256": "d1fc6c0fe96496a88bf552ac5b912954b26b8e8be333e4f1dc0390f8d1cc0eec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.11878",
    "kind": "arxiv",
    "version": 3
  }
}