Pith Number

pith:SCPAJSUO

pith:2025:SCPAJSUOOAZZKUN4GPTSSZ6GWV

not attested not anchored not stored refs pending

Evaluating Binary Decision Biases in Large Language Models: Implications for Fair Agent-Based Financial Simulations

Alicia Vidler, Toby Walsh

arxiv:2501.16356 v1 · 2025-01-20 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SCPAJSUOOAZZKUN4GPTSSZ6GWV}

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

Who Gets the Kidney? Human-AI Alignment, Indecision, and Moral Values

Flipping Against All Odds: Reducing LLM Coin Flip Bias via Verbalized Rejection Sampling

Receipt and verification

First computed	2026-07-05T10:06:11.770250Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

909e04ca8e70339551bc33e72967c6b566b339f3188726b64b63a8cab2bf1ad3

Aliases

arxiv: 2501.16356 · arxiv_version: 2501.16356v1 · doi: 10.48550/arxiv.2501.16356 · pith_short_12: SCPAJSUOOAZZ · pith_short_16: SCPAJSUOOAZZKUN4 · pith_short_8: SCPAJSUO

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/SCPAJSUOOAZZKUN4GPTSSZ6GWV \
  | 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: 909e04ca8e70339551bc33e72967c6b566b339f3188726b64b63a8cab2bf1ad3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f0b5bd0172ed111dbd84059b8d7070c9de40e226ffaa10f69467dffbc6fa49f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-20T10:36:51Z",
    "title_canon_sha256": "e474d4791f2f9c09b04bc2e174b24369c03c0ca38cad43573c48b13a6cbe3a6f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16356",
    "kind": "arxiv",
    "version": 1
  }
}