Pith Number

pith:ET34LFSQ

pith:2024:ET34LFSQA2ASYP6VTOBKQ74B54

not attested not anchored not stored refs pending

ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler

Paramita Mirza, Sinchana Ramakanth Bhat, Soumya Ranjan Sahoo, Viju Sudhi

arxiv:2403.17536 v1 · 2024-03-26 · 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{ET34LFSQA2ASYP6VTOBKQ74B54}

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

Training LLMs on HPC Systems: Best Practices from the OpenGPT-X Project

Receipt and verification

First computed	2026-07-05T08:00:52.006809Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24f7c5965006812c3fd59b82a87f81ef3b5deafc245c5de7113c668de71591ae

Aliases

arxiv: 2403.17536 · arxiv_version: 2403.17536v1 · doi: 10.48550/arxiv.2403.17536 · pith_short_12: ET34LFSQA2AS · pith_short_16: ET34LFSQA2ASYP6V · pith_short_8: ET34LFSQ

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/ET34LFSQA2ASYP6VTOBKQ74B54 \
  | 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: 24f7c5965006812c3fd59b82a87f81ef3b5deafc245c5de7113c668de71591ae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "957788703390c84e713d5f1335c4ec55ebd260c8a08d49755eda2748257ff57b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-26T09:41:21Z",
    "title_canon_sha256": "c09184489139c4fbbf4958abdd28521bab04b1f0ced2177893388d94f78fa514"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.17536",
    "kind": "arxiv",
    "version": 1
  }
}