Pith Number

pith:AWFOINRC

pith:2024:AWFOINRCWA7ZBGKQCLA74SD7ZD

not attested not anchored not stored refs pending

LLMs vs Established Text Augmentation Techniques for Classification: When do the Benefits Outweight the Costs?

Jakub Simko, Jan Cegin, Peter Brusilovsky

arxiv:2408.16502 v1 · 2024-08-29 · 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{AWFOINRCWA7ZBGKQCLA74SD7ZD}

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

AI in Mental Health: Emotional and Sentiment Analysis of Large Language Models' Responses to Depression, Anxiety, and Stress Queries

Receipt and verification

First computed	2026-07-05T09:00:42.476841Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

058ae43622b03f90995012c1fe487fc8d7caa26aa84b1c9956307e455c75d851

Aliases

arxiv: 2408.16502 · arxiv_version: 2408.16502v1 · doi: 10.48550/arxiv.2408.16502 · pith_short_12: AWFOINRCWA7Z · pith_short_16: AWFOINRCWA7ZBGKQ · pith_short_8: AWFOINRC

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/AWFOINRCWA7ZBGKQCLA74SD7ZD \
  | 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: 058ae43622b03f90995012c1fe487fc8d7caa26aa84b1c9956307e455c75d851

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3abb25679c93f26b6b44d54b5dd8e437cecdd60c531282eb988d4ad2d8e526dc",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-29T13:01:42Z",
    "title_canon_sha256": "02c2176fca2d64e51a1a69ae3bc0eded3542f32a83455f915e6d1a27bf638c3e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.16502",
    "kind": "arxiv",
    "version": 1
  }
}