Pith Number

pith:VOUIEPHN

pith:2025:VOUIEPHNCNRZBZFCOF5JEPVZZB

not attested not anchored not stored refs pending

Towards Compute-Optimal Many-Shot In-Context Learning

Chen-Yu Lee, Manan Gandhi, Mihai Surdeanu, Rishabh Agarwal, Rujun Han, Shahriar Golchin, Swaroop Mishra, Tianli Yu, Tomas Pfister, Yanfei Chen

arxiv:2507.16217 v2 · 2025-07-22 · 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{VOUIEPHNCNRZBZFCOF5JEPVZZB}

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	2026-07-05T12:02:04.177608Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aba8823ced136390e4a2717a923eb9c84a13d0a0b330e89e867912e46cfd4849

Aliases

arxiv: 2507.16217 · arxiv_version: 2507.16217v2 · doi: 10.48550/arxiv.2507.16217 · pith_short_12: VOUIEPHNCNRZ · pith_short_16: VOUIEPHNCNRZBZFC · pith_short_8: VOUIEPHN

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/VOUIEPHNCNRZBZFCOF5JEPVZZB \
  | 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: aba8823ced136390e4a2717a923eb9c84a13d0a0b330e89e867912e46cfd4849

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ee61e58cd4271b0312badd0544490fa151af2167e1927d3bb5899da8d4365f4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-22T04:21:03Z",
    "title_canon_sha256": "b2301536a2b364188530dded9aaa6d9612f5c617265d2fcc0d748e486307e26b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.16217",
    "kind": "arxiv",
    "version": 2
  }
}