Pith Number

pith:JMOQW2O5

pith:2023:JMOQW2O5RTTG7JI2CXUTZJO2ML

not attested not anchored not stored refs pending

A Comparative Analysis of Fine-Tuned LLMs and Few-Shot Learning of LLMs for Financial Sentiment Analysis

Sorouralsadat Fatemi, Yuheng Hu

arxiv:2312.08725 v1 · 2023-12-14 · cs.LG · 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{JMOQW2O5RTTG7JI2CXUTZJO2ML}

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

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Receipt and verification

First computed	2026-07-05T07:24:08.617714Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b1d0b69dd8ce66fa51a15e93ca5da62f96f2c0aa51230a839deaef4cd61a0ff

Aliases

arxiv: 2312.08725 · arxiv_version: 2312.08725v1 · doi: 10.48550/arxiv.2312.08725 · pith_short_12: JMOQW2O5RTTG · pith_short_16: JMOQW2O5RTTG7JI2 · pith_short_8: JMOQW2O5

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/JMOQW2O5RTTG7JI2CXUTZJO2ML \
  | 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: 4b1d0b69dd8ce66fa51a15e93ca5da62f96f2c0aa51230a839deaef4cd61a0ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08f6c29f2d94450a98377eca68cfe7f43bb1acd61d79e4dba8dd874a4fea886e",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-14T08:13:28Z",
    "title_canon_sha256": "8002be7cbd1e5058b69d2e314f64d00b2b4c322681ab2718bf8da6887b1c25b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.08725",
    "kind": "arxiv",
    "version": 1
  }
}