Pith Number

pith:V6MY3UX7

pith:2025:V6MY3UX7VUWORZQFUEUYZTGQA6

not attested not anchored not stored refs pending

InvestAlign: Overcoming Data Scarcity in Aligning Large Language Models with Investor Decision-Making Processes under Herd Behavior

Hangjing Zhang, Hanqing Gao, Huisheng Wang, H. Vicky Zhao, Mingxiao Liu, Zhuoshi Pan

arxiv:2507.06528 v1 · 2025-07-09 · cs.CL · cs.AI · cs.ET · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V6MY3UX7VUWORZQFUEUYZTGQA6}

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.

Receipt and verification

First computed	2026-07-05T11:34:17.780133Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af998dd2ffad2ce8e605a1298cccd00797df6ddf8b9dd643c9b4458b46482c66

Aliases

arxiv: 2507.06528 · arxiv_version: 2507.06528v1 · doi: 10.48550/arxiv.2507.06528 · pith_short_12: V6MY3UX7VUWO · pith_short_16: V6MY3UX7VUWORZQF · pith_short_8: V6MY3UX7

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/V6MY3UX7VUWORZQFUEUYZTGQA6 \
  | 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: af998dd2ffad2ce8e605a1298cccd00797df6ddf8b9dd643c9b4458b46482c66

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9aed5efecff2c84bb66c1a7e8368d34734eae9f7b5439fa567a3927edf614bb1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.ET",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-09T04:07:22Z",
    "title_canon_sha256": "9fd29b29b765aa41aceacb2651e8f2e765905b1e8f3c4d2f9349d634455fb56a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.06528",
    "kind": "arxiv",
    "version": 1
  }
}