Pith Number

pith:ER7HQYFE

pith:2024:ER7HQYFELB6CPRVIW77ENF75X4

not attested not anchored not stored refs pending

Decision-Making Behavior Evaluation Framework for LLMs under Uncertain Context

Deming Chen, Jingru Jia, Junhao Pan, Paul E. McNamara, Zehua Yuan

arxiv:2406.05972 v2 · 2024-06-10 · cs.AI · cs.CY · cs.HC · cs.LG · econ.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ER7HQYFELB6CPRVIW77ENF75X4}

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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

Can Revealed Preferences Clarify LLM Alignment and Steering?

Trustworthy AI Suffers from Invariance Conflicts and Causality is The Solution

Receipt and verification

First computed	2026-07-05T09:29:30.254590Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

247e7860a4587c27c6a8b7fe4697fdbf12ca617f96231316643fec0b1a5fd266

Aliases

arxiv: 2406.05972 · arxiv_version: 2406.05972v2 · doi: 10.48550/arxiv.2406.05972 · pith_short_12: ER7HQYFELB6C · pith_short_16: ER7HQYFELB6CPRVI · pith_short_8: ER7HQYFE

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/ER7HQYFELB6CPRVIW77ENF75X4 \
  | 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: 247e7860a4587c27c6a8b7fe4697fdbf12ca617f96231316643fec0b1a5fd266

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3efb137e4820c31c9947951fdac7980052c3b8a3a6455ac9d32c70e9e95e0b65",
    "cross_cats_sorted": [
      "cs.CY",
      "cs.HC",
      "cs.LG",
      "econ.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-10T02:14:19Z",
    "title_canon_sha256": "5a94749ed18d11c22efc5a71a5510550aa3fa70cda8c3d60e51a5b7867d4bee4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.05972",
    "kind": "arxiv",
    "version": 2
  }
}