Pith Number

pith:KWJ2ZMNN

pith:2024:KWJ2ZMNNSPEYC5KY5ZLYJCYJUR

not attested not anchored not stored refs pending

Improving Weak-to-Strong Generalization with Scalable Oversight and Ensemble Learning

Chao Kong, Jing Zhang, Jinlin Xiao, Jitao Sang, Junhong Ye, Shuyu Wei, Yanxu Zhu, Yuhang Wang

arxiv:2402.00667 v1 · 2024-02-01 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KWJ2ZMNNSPEYC5KY5ZLYJCYJUR}

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

3 papers in Pith

Weak-to-Strong Generalization via Direct On-Policy Distillation

Generalizable Video Quality Assessment via Weak-to-Strong Learning

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

Receipt and verification

First computed	2026-07-05T07:40:16.253773Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5593acb1ad93c9817558ee57848b09a451d854bd4bc2181302b05b8f0a4a2ffd

Aliases

arxiv: 2402.00667 · arxiv_version: 2402.00667v1 · doi: 10.48550/arxiv.2402.00667 · pith_short_12: KWJ2ZMNNSPEY · pith_short_16: KWJ2ZMNNSPEYC5KY · pith_short_8: KWJ2ZMNN

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/KWJ2ZMNNSPEYC5KY5ZLYJCYJUR \
  | 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: 5593acb1ad93c9817558ee57848b09a451d854bd4bc2181302b05b8f0a4a2ffd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "331ce50166611a78c5e8d3c4a7d0e2689b48156f33a5bfc71e53da7bef90a3fa",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-01T15:30:19Z",
    "title_canon_sha256": "3a6daa83ead4939bbbdb8cd9c55648db18deaf8abc72bcb8d3a04ceeb4d78b3b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.00667",
    "kind": "arxiv",
    "version": 1
  }
}