Pith Number

pith:UTKAP5C2

pith:2025:UTKAP5C2IU6O46HGCWZKLSET7A

not attested not anchored not stored refs pending

From Few to Many: Self-Improving Many-Shot Reasoners Through Iterative Optimization and Generation

Han Zhou, Hootan Nakhost, Ke Jiang, Ruoxi Sun, Sercan \"O. Ar{\i}k, Xingchen Wan

arxiv:2502.00330 v1 · 2025-02-01 · cs.LG · cs.AI · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UTKAP5C2IU6O46HGCWZKLSET7A}

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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

2 papers in Pith

MILES: Modular Instruction Memory with Learnable Selection for Self-Improving LLM Reasoning

A Survey of Scaling in Large Language Model Reasoning

Receipt and verification

First computed	2026-07-05T10:08:32.257105Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4d407f45a453cee78e615b2a5c893f8195d4678ccb1710f29b0b0ab9ff52baa

Aliases

arxiv: 2502.00330 · arxiv_version: 2502.00330v1 · doi: 10.48550/arxiv.2502.00330 · pith_short_12: UTKAP5C2IU6O · pith_short_16: UTKAP5C2IU6O46HG · pith_short_8: UTKAP5C2

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/UTKAP5C2IU6O46HGCWZKLSET7A \
  | 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: a4d407f45a453cee78e615b2a5c893f8195d4678ccb1710f29b0b0ab9ff52baa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1cb03b2645d03d1f63816162eb16cad7e2deada270df531443ceaad244e51c0e",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-01T06:23:24Z",
    "title_canon_sha256": "097a643e145c1f69b739237c7cb7df949c491e53802fe703d4983ad45a3edca6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00330",
    "kind": "arxiv",
    "version": 1
  }
}