Pith Number

pith:D3KLDYRD

pith:2021:D3KLDYRDTKIYKSQT6KVQ2QD64R

not attested not anchored not stored refs pending

Improving and Simplifying Pattern Exploiting Training

Colin Raffel, Derek Tam, Mohit Bansal, Rakesh R Menon, Shashank Srivastava

arxiv:2103.11955 v3 · 2021-03-22 · cs.CL · cs.AI · 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{D3KLDYRDTKIYKSQT6KVQ2QD64R}

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

2 papers in Pith

Cross-Task Generalization via Natural Language Crowdsourcing Instructions

Atlas: Few-shot Learning with Retrieval Augmented Language Models

Receipt and verification

First computed	2026-07-05T03:17:49.130610Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ed4b1e2239a91854a13f2ab0d407ee457c42ebcc5599e4dfc0c71400d95f3d6

Aliases

arxiv: 2103.11955 · arxiv_version: 2103.11955v3 · doi: 10.48550/arxiv.2103.11955 · pith_short_12: D3KLDYRDTKIY · pith_short_16: D3KLDYRDTKIYKSQT · pith_short_8: D3KLDYRD

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/D3KLDYRDTKIYKSQT6KVQ2QD64R \
  | 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: 1ed4b1e2239a91854a13f2ab0d407ee457c42ebcc5599e4dfc0c71400d95f3d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4fcff6661eab29871e1c8f364a358cd923fa19e8400ba3ecb9fe5258e0c7c9a2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-03-22T15:52:45Z",
    "title_canon_sha256": "4024c9ec7818216cd15d1660a58a4f7a8d4236aee0b51aedb6ff830f0d83c17a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.11955",
    "kind": "arxiv",
    "version": 3
  }
}