Pith Number

pith:IVASIGWS

pith:2024:IVASIGWSULKX4P74LQF2M3QW5I

not attested not anchored not stored refs pending

Does RLHF Scale? Exploring the Impacts From Data, Model, and Method

Aohan Zeng, Hongning Wang, Jie Tang, Minlie Huang, Pengfan Du, Xiao Liu, Yilin Niu, Yuxiao Dong, Zhengxiao Du, Zhenyu Hou

arxiv:2412.06000 v1 · 2024-12-08 · cs.CL · 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{IVASIGWSULKX4P74LQF2M3QW5I}

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

5 papers in Pith

SALT: When More Rollouts Don't Help in Group-Based Policy Optimization and How to Make Them Matter

A Survey of Scaling in Large Language Model Reasoning

From System 1 to System 2: A Survey of Reasoning Large Language Models

Addressing Performance Saturation for LLM RL via Precise Entropy Curve Control

Receipt and verification

First computed	2026-07-05T09:46:12.839372Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4541241ad2a2d57e3ffc5c0ba66e16ea20f0edbb6f8d67f38dc61e9c595d93b4

Aliases

arxiv: 2412.06000 · arxiv_version: 2412.06000v1 · doi: 10.48550/arxiv.2412.06000 · pith_short_12: IVASIGWSULKX · pith_short_16: IVASIGWSULKX4P74 · pith_short_8: IVASIGWS

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/IVASIGWSULKX4P74LQF2M3QW5I \
  | 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: 4541241ad2a2d57e3ffc5c0ba66e16ea20f0edbb6f8d67f38dc61e9c595d93b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b1df4b5d67869fb2c6a68858dc6c12af14d3b86cfac48e49924a1069e78178c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-08T17:19:48Z",
    "title_canon_sha256": "df18f33d165ba006f38fbea7bdf922a681da6e76af341c00dd7550cbc74b490f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06000",
    "kind": "arxiv",
    "version": 1
  }
}