Pith Number

pith:KSR3P6I7

pith:2024:KSR3P6I7VZCADRLLTSYLO5TDEV

not attested not anchored not stored refs pending

EnsemW2S: Enhancing Weak-to-Strong Generalization with Large Language Model Ensembles

Aakriti Agrawal, Anirudh Satheesh, Bang An, Bayan Bruss, Chenghao Deng, Furong Huang, John Langford, Mucong Ding, Zora Che

arxiv:2410.04571 v3 · 2024-10-06 · 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{KSR3P6I7VZCADRLLTSYLO5TDEV}

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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

1 paper in Pith

On the Blessing of Pre-training in Weak-to-Strong Generalization

Receipt and verification

First computed	2026-07-05T11:41:35.830360Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54a3b7f91fae4401c56b9cb0b77663256dfe4cba7f915eb9f5381c34dde0fa71

Aliases

arxiv: 2410.04571 · arxiv_version: 2410.04571v3 · doi: 10.48550/arxiv.2410.04571 · pith_short_12: KSR3P6I7VZCA · pith_short_16: KSR3P6I7VZCADRLL · pith_short_8: KSR3P6I7

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/KSR3P6I7VZCADRLLTSYLO5TDEV \
  | 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: 54a3b7f91fae4401c56b9cb0b77663256dfe4cba7f915eb9f5381c34dde0fa71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68fc88c2adb4a6698b80d606998bff46ba4e9e43b12b9c36576124767cdafddc",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-06T18:06:42Z",
    "title_canon_sha256": "2f6cdf60d954d6ca79275d90be7da07f3cd83935bd59144cfbf3f76e7560accb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04571",
    "kind": "arxiv",
    "version": 3
  }
}