Pith Number

pith:WTAUZOHF

pith:2025:WTAUZOHFTPVDNLUNYLI4ILQDRF

not attested not anchored not stored refs pending

Probing In-Context Learning: Impact of Task Complexity and Model Architecture on Generalization and Efficiency

Binwen Liu, Peiyu Xu, Quan Yuan, Yihong Chen

arxiv:2505.06475 v1 · 2025-05-10 · 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{WTAUZOHFTPVDNLUNYLI4ILQDRF}

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.

Receipt and verification

First computed	2026-07-05T11:01:10.173816Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4c14cb8e59bea36ae8dc2d1c42e03897679294a58f72cf75b860da6fbb51768

Aliases

arxiv: 2505.06475 · arxiv_version: 2505.06475v1 · doi: 10.48550/arxiv.2505.06475 · pith_short_12: WTAUZOHFTPVD · pith_short_16: WTAUZOHFTPVDNLUN · pith_short_8: WTAUZOHF

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/WTAUZOHFTPVDNLUNYLI4ILQDRF \
  | 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: b4c14cb8e59bea36ae8dc2d1c42e03897679294a58f72cf75b860da6fbb51768

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ccefeb6ea506bf3ad0bb93ac62f6b73cec5f40310f1d184cb429ac2cf23b66bb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-10T00:22:40Z",
    "title_canon_sha256": "54ee1d1557187e6af25c78c882b28cd80d3580475e009aa292cb61b819d1bd75"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06475",
    "kind": "arxiv",
    "version": 1
  }
}