Pith Number

pith:7QEAI6NY

pith:2022:7QEAI6NYVUFLYMSZAINBY6LGHY

not attested not anchored not stored refs pending

Are Sample-Efficient NLP Models More Robust?

Ananya Kumar, Nelson F. Liu, Percy Liang, Robin Jia

arxiv:2210.06456 v2 · 2022-10-12 · 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{7QEAI6NYVUFLYMSZAINBY6LGHY}

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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 Data to Knowledge: Evaluating How Efficiently Language Models Learn Facts

Receipt and verification

First computed	2026-07-05T06:15:43.395938Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc080479b8ad0abc3259021a1c79663e3cd55c2eb77bda3fcdc5257bbbdbe8d0

Aliases

arxiv: 2210.06456 · arxiv_version: 2210.06456v2 · doi: 10.48550/arxiv.2210.06456 · pith_short_12: 7QEAI6NYVUFL · pith_short_16: 7QEAI6NYVUFLYMSZ · pith_short_8: 7QEAI6NY

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/7QEAI6NYVUFLYMSZAINBY6LGHY \
  | 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: fc080479b8ad0abc3259021a1c79663e3cd55c2eb77bda3fcdc5257bbbdbe8d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6c2feb4d77d3e5e7474db0754e3172330b9b7c5defd719afafb7056d62a6344",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-12T17:54:59Z",
    "title_canon_sha256": "a71f3683075accf817e8a8a56532413fcbc42d8ec9393c7e2199f5156447d2c7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.06456",
    "kind": "arxiv",
    "version": 2
  }
}