Pith Number

pith:ARI72DIS

pith:2020:ARI72DISEEFBJSDLGVIYNTFRO3

not attested not anchored not stored refs pending

Making Pre-trained Language Models Better Few-shot Learners

Adam Fisch, Danqi Chen, Tianyu Gao

arxiv:2012.15723 v2 · 2020-12-31 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{ARI72DISEEFBJSDLGVIYNTFRO3}

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Record completeness

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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

9 papers in Pith

Brick-DICL: Dynamic In-Context Learning for Automated Brick Schema Classification

A Single Rewrite Suffices: Empirical Lessons from Production Skill Description Optimization

On the Power of Foundation Models

Test-Time Alignment via Hypothesis Reweighting

On-Device Fine-Tuning via Backprop-Free Zeroth-Order Optimization

Receipt and verification

First computed	2026-07-05T02:45:35.589377Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0451fd0d12210a14c86b355186ccb176c863b8cd42415d28aea5cbfe93c0f54c

Aliases

arxiv: 2012.15723 · arxiv_version: 2012.15723v2 · doi: 10.48550/arxiv.2012.15723 · pith_short_12: ARI72DISEEFB · pith_short_16: ARI72DISEEFBJSDL · pith_short_8: ARI72DIS

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/ARI72DISEEFBJSDLGVIYNTFRO3 \
  | 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: 0451fd0d12210a14c86b355186ccb176c863b8cd42415d28aea5cbfe93c0f54c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea0c0e76c41a38909394828d1febacbbcce18ba173b8afedbb2c4b38f5f2065b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-12-31T17:21:26Z",
    "title_canon_sha256": "bec6d4a59628c1657fd8400e7274ced39284cc92085e4ef1fcda3dd597253f56"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.15723",
    "kind": "arxiv",
    "version": 2
  }
}