Pith Number

pith:QGCW2YP4

pith:2024:QGCW2YP4R5R2UQFVISDYAGC343

not attested not anchored not stored refs pending

RIFF: Learning to Rephrase Inputs for Few-shot Fine-tuning of Language Models

Alona Fyshe, Saeed Najafi

arxiv:2403.02271 v2 · 2024-03-04 · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QGCW2YP4R5R2UQFVISDYAGC343}

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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

From Generation to Generalization: Emergent Few-Shot Learning in Video Diffusion Models

Receipt and verification

First computed	2026-07-05T08:28:07.417504Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81856d61fc8f63aa40b5448780185be6f80f3735401cfd3360216ccbd630080b

Aliases

arxiv: 2403.02271 · arxiv_version: 2403.02271v2 · doi: 10.48550/arxiv.2403.02271 · pith_short_12: QGCW2YP4R5R2 · pith_short_16: QGCW2YP4R5R2UQFV · pith_short_8: QGCW2YP4

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/QGCW2YP4R5R2UQFVISDYAGC343 \
  | 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: 81856d61fc8f63aa40b5448780185be6f80f3735401cfd3360216ccbd630080b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "75dcba0f41e909a935a60f8a9b2e3a937c6bcc9859e3cdff23f4b2e8b2dd97e0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-04T17:58:09Z",
    "title_canon_sha256": "8b7b9269e64531e0e1f7ab16c2e4305536f36bb69d14f2d8c0e0f08a61d4fab1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.02271",
    "kind": "arxiv",
    "version": 2
  }
}