Pith Number

pith:WRZBUMKV

pith:2026:WRZBUMKVNZTUL422D2BTORAKUF

not attested not anchored not stored refs pending

Learning Whom to Trust: Market-Feedback Adaptive Retrieval for Frozen LLMs in Event-Driven Financial RAG

Roy E. Welsch, Zijie Zhao

arxiv:2605.31201 v1 · 2026-05-29 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WRZBUMKVNZTUL422D2BTORAKUF}

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	2026-06-01T01:04:03.592341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4721a31556e6745f35a1e8337440aa160562917bbd207fd3956a8d225462aeb

Aliases

arxiv: 2605.31201 · arxiv_version: 2605.31201v1 · doi: 10.48550/arxiv.2605.31201 · pith_short_12: WRZBUMKVNZTU · pith_short_16: WRZBUMKVNZTUL422 · pith_short_8: WRZBUMKV

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/WRZBUMKVNZTUL422D2BTORAKUF \
  | 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: b4721a31556e6745f35a1e8337440aa160562917bbd207fd3956a8d225462aeb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56b78eefb513ee07c3e32111056f66bd1111a89b1d8bf9926d3220ea8e4e8aa3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-29T12:08:58Z",
    "title_canon_sha256": "b51388271993b404e3ad4a3419f0120df90762de6b301c77da2f732204bbf6c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.31201",
    "kind": "arxiv",
    "version": 1
  }
}