Pith Number

pith:QW5MHWYK

pith:2025:QW5MHWYK7SHROLLWQQMM7YMEUB

not attested not anchored not stored refs pending

Agent Trading Arena: A Study on Numerical Understanding in LLM-Based Agents

Jiawei Du, Joey Tianyi Zhou, Liang Xie, Tianmi Ma, Wenjie Wang, Wenxin Huang, Xian Zhong

arxiv:2502.17967 v2 · 2025-02-25 · cs.LG · cs.AI · cs.CL · cs.MA · q-fin.ST

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QW5MHWYK7SHROLLWQQMM7YMEUB}

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

2 papers in Pith

The Alpha Illusion: Reported Alpha from LLM Trading Agents Should Not Be Treated as Deployment Evidence

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review

Receipt and verification

First computed	2026-07-05T12:02:41.270139Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

85bac3db0afc8f172d768418cfe184a053c2a9d218bf23e9af81a731bf17fe39

Aliases

arxiv: 2502.17967 · arxiv_version: 2502.17967v2 · doi: 10.48550/arxiv.2502.17967 · pith_short_12: QW5MHWYK7SHR · pith_short_16: QW5MHWYK7SHROLLW · pith_short_8: QW5MHWYK

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/QW5MHWYK7SHROLLWQQMM7YMEUB \
  | 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: 85bac3db0afc8f172d768418cfe184a053c2a9d218bf23e9af81a731bf17fe39

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ef1ed3206bf1c768461349aa3c84dd1df2e58db0e0d125f98825f32048895b6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.MA",
      "q-fin.ST"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-25T08:41:01Z",
    "title_canon_sha256": "d3bbe06fb2d0f20ce66d5c2b1cc353d15f09940add59e301dad408b45c1d833a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.17967",
    "kind": "arxiv",
    "version": 2
  }
}