Pith Number

pith:X3JL6R6H

pith:2025:X3JL6R6HUJ2T3NVOOSGHEY2J55

not attested not anchored not stored refs pending

Exposing Product Bias in LLM Investment Recommendation

Chao Shen, Longtian Wang, Shiqing Ma, Shumin Jiang, Xiaohong Guan, Xiaoyu Zhang, Yuhan Zhi

arxiv:2503.08750 v1 · 2025-03-11 · cs.CL · cs.AI · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X3JL6R6HUJ2T3NVOOSGHEY2J55}

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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

2 papers in Pith

Auditing AI Investment Recommendations as Executable Actions

When Do We Need LLMs? A Diagnostic for Language-Driven Bandits

Receipt and verification

First computed	2026-07-05T10:29:39.668183Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bed2bf47c7a2753db6ae748c726349ef7ab8d84c29ddaca0e211fd0a6ca52238

Aliases

arxiv: 2503.08750 · arxiv_version: 2503.08750v1 · doi: 10.48550/arxiv.2503.08750 · pith_short_12: X3JL6R6HUJ2T · pith_short_16: X3JL6R6HUJ2T3NVO · pith_short_8: X3JL6R6H

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/X3JL6R6HUJ2T3NVOOSGHEY2J55 \
  | 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: bed2bf47c7a2753db6ae748c726349ef7ab8d84c29ddaca0e211fd0a6ca52238

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9e492f61058c61c8e480931a30fb29ddec9cf925b912d23c33c9771a0513210",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-11T13:10:00Z",
    "title_canon_sha256": "d2263df78be7f51806343d73daf50e5d112fe0e673e013fc8bf3345adb5558e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.08750",
    "kind": "arxiv",
    "version": 1
  }
}