Pith Number

pith:2EV567RQ

pith:2022:2EV567RQVSDSRJVRAL5A54BA3S

not attested not anchored not stored refs pending

Robustness of Demonstration-based Learning Under Limited Data Scenario

Diyi Yang, Hongxin Zhang, Ruiyi Zhang, Yanzhe Zhang

arxiv:2210.10693 v1 · 2022-10-19 · 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{2EV567RQVSDSRJVRAL5A54BA3S}

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

Thinking beyond the anthropomorphic paradigm benefits LLM research

Receipt and verification

First computed	2026-07-05T05:08:22.824979Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d12bdf7e30ac8728a6b102fa0ef020dc8e5a4b15a965d86c3f727664be6d1636

Aliases

arxiv: 2210.10693 · arxiv_version: 2210.10693v1 · doi: 10.48550/arxiv.2210.10693 · pith_short_12: 2EV567RQVSDS · pith_short_16: 2EV567RQVSDSRJVR · pith_short_8: 2EV567RQ

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/2EV567RQVSDSRJVRAL5A54BA3S \
  | 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: d12bdf7e30ac8728a6b102fa0ef020dc8e5a4b15a965d86c3f727664be6d1636

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f74f3041031420a79be73619dc41af7b2e795395d0ca2fb80a583bb24f9ce0bf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-19T16:15:04Z",
    "title_canon_sha256": "e0b145a7b7b4baacdc2531f8422aebb2b4e5387e4e38162bc6429ff6dd8bd7e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.10693",
    "kind": "arxiv",
    "version": 1
  }
}