Pith Number

pith:VFC7W4N4

pith:2024:VFC7W4N4KXLU6BBJVHDBHRL3EE

not attested not anchored not stored refs pending

Fine-Tuning Gemma-7B for Enhanced Sentiment Analysis of Financial News Headlines

Chang Yu, Fangqing Xia, Kangtong Mo, Wenyan Liu, Xuanzhen Xu, Yuelin Zou

arxiv:2406.13626 v1 · 2024-06-19 · cs.CL · 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{VFC7W4N4KXLU6BBJVHDBHRL3EE}

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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

1 paper in Pith

Bridging Language Models and Financial Analysis

Receipt and verification

First computed	2026-07-05T08:34:32.616457Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a945fb71bc55d74f0429a9c613c57b21033d6ca8d932bce69af5da09ea485993

Aliases

arxiv: 2406.13626 · arxiv_version: 2406.13626v1 · doi: 10.48550/arxiv.2406.13626 · pith_short_12: VFC7W4N4KXLU · pith_short_16: VFC7W4N4KXLU6BBJ · pith_short_8: VFC7W4N4

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/VFC7W4N4KXLU6BBJVHDBHRL3EE \
  | 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: a945fb71bc55d74f0429a9c613c57b21033d6ca8d932bce69af5da09ea485993

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "520edf0526e132ea4da36b666322efad51d351a3c919f33eca7ad59c5808e125",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-19T15:20:19Z",
    "title_canon_sha256": "6698a153730754066a43cde3dff77d934a8f065c646598062c35a735444cd073"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.13626",
    "kind": "arxiv",
    "version": 1
  }
}