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Pith Number

pith:5MY3L3SV

pith:2025:5MY3L3SVR7P5VR2H3XBMCVZ2SR
not attested not anchored not stored refs pending

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs

Andy Zhu, Yingjun Du

arxiv:2509.09727 v1 · 2025-09-10 · cs.CL · cs.CE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5MY3L3SVR7P5VR2H3XBMCVZ2SR}

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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T12:09:47.960571Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

eb31b5ee558fdfdac747ddc2c1573a946f12e869e6ccb0d80a339bd2c40655dd

Aliases

arxiv: 2509.09727 · arxiv_version: 2509.09727v1 · doi: 10.48550/arxiv.2509.09727 · pith_short_12: 5MY3L3SVR7P5 · pith_short_16: 5MY3L3SVR7P5VR2H · pith_short_8: 5MY3L3SV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5MY3L3SVR7P5VR2H3XBMCVZ2SR \
  | 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: eb31b5ee558fdfdac747ddc2c1573a946f12e869e6ccb0d80a339bd2c40655dd
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "cc657937c6d49f3e4ce81f4a6dcd63125afaed488939df0eef005a5703c41117",
    "cross_cats_sorted": [
      "cs.CE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-09-10T09:40:18Z",
    "title_canon_sha256": "aa0269d760da7ef4586cd58042a5acd70daa821da695f2b41c73a57723dfa1d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.09727",
    "kind": "arxiv",
    "version": 1
  }
}