Pith Number

pith:65CZHOW5

pith:2021:65CZHOW5DS3NWA2VCDA526VUUV

not attested not anchored not stored refs pending

GPT-3 Models are Poor Few-Shot Learners in the Biomedical Domain

Florian Haberl, Kathrin Blagec, Matthias Samwald, Milad Moradi

arxiv:2109.02555 v2 · 2021-09-06 · 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{65CZHOW5DS3NWA2VCDA526VUUV}

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

Enhancing LLMs for Identifying and Prioritizing Important Medical Jargons from Electronic Health Record Notes Utilizing Data Augmentation: A Comparative Study

Receipt and verification

First computed	2026-07-05T04:28:07.644126Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f74593badd1cb6db035510c1dd7ab4a569b9d86adbb0f8d5dd6c66f7f466403c

Aliases

arxiv: 2109.02555 · arxiv_version: 2109.02555v2 · doi: 10.48550/arxiv.2109.02555 · pith_short_12: 65CZHOW5DS3N · pith_short_16: 65CZHOW5DS3NWA2V · pith_short_8: 65CZHOW5

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/65CZHOW5DS3NWA2VCDA526VUUV \
  | 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: f74593badd1cb6db035510c1dd7ab4a569b9d86adbb0f8d5dd6c66f7f466403c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a2a4ab3db5b185a05e6e1058475ca68ff8b9097e75a503dda5afb855d5d32dd0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-09-06T15:50:37Z",
    "title_canon_sha256": "96bde2f918ff6c99c0a280c6ff51377cac0b90c3863ca6da9f9e0f5947b9500e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.02555",
    "kind": "arxiv",
    "version": 2
  }
}