Pith Number

pith:JUFZF7H2

pith:2024:JUFZF7H2YKT25NJMTN4HKL6XFF

not attested not anchored not stored refs pending

Dynamic Adaptive Optimization for Effective Sentiment Analysis Fine-Tuning on Large Language Models

Deshinta Arrova Dewi, Hongcheng Ding, Ruiting Deng, Shamsul Nahar Abdullah, Xuanze Zhao, Zixiao Jiang

arxiv:2408.11856 v3 · 2024-08-15 · 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{JUFZF7H2YKT25NJMTN4HKL6XFF}

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	2026-07-05T11:28:11.011642Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d0b92fcfac2a7aeb52c9b78752fd72943dffca750ad7b90b3aabf3ed36c230d

Aliases

arxiv: 2408.11856 · arxiv_version: 2408.11856v3 · doi: 10.48550/arxiv.2408.11856 · pith_short_12: JUFZF7H2YKT2 · pith_short_16: JUFZF7H2YKT25NJM · pith_short_8: JUFZF7H2

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/JUFZF7H2YKT25NJMTN4HKL6XFF \
  | 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: 4d0b92fcfac2a7aeb52c9b78752fd72943dffca750ad7b90b3aabf3ed36c230d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d7deabe436506bdf0bb55f0da67aa3e4d92d9db65b0092627f21eb00fed7f9a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-15T19:13:38Z",
    "title_canon_sha256": "a2715c247646689b76b6124db977b1d97bac92979b1475828a7d4e2e16ad6192"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.11856",
    "kind": "arxiv",
    "version": 3
  }
}