Pith Number

pith:XH2KGETP

pith:2024:XH2KGETPNBDECLUA5FCXQ6S7Q6

not attested not anchored not stored refs pending

Search, Verify and Feedback: Towards Next Generation Post-training Paradigm of Foundation Models via Verifier Engineering

Ben He, Bowen Yu, Boxi Cao, Hongyu Lin, Jie Lou, Le Sun, Xianpei Han, Xinyan Guan, Xinyu Lu, Yanjiang Liu, Yaojie Lu

arxiv:2411.11504 v1 · 2024-11-18 · cs.AI · cs.CL · 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{XH2KGETPNBDECLUA5FCXQ6S7Q6}

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

6 papers in Pith

Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis

Pre-VLA: Preemptive Runtime Verification for Reliable Vision-Language-Action and World-Model Rollouts

Multi-Rollout On-Policy Distillation via Peer Successes and Failures

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis

Receipt and verification

First computed	2026-07-05T09:36:57.232054Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b9f4a3126f6846412e80e945787a5f8790ef72d6c20c37ffb4b5c142fba23a45

Aliases

arxiv: 2411.11504 · arxiv_version: 2411.11504v1 · doi: 10.48550/arxiv.2411.11504 · pith_short_12: XH2KGETPNBDE · pith_short_16: XH2KGETPNBDECLUA · pith_short_8: XH2KGETP

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/XH2KGETPNBDECLUA5FCXQ6S7Q6 \
  | 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: b9f4a3126f6846412e80e945787a5f8790ef72d6c20c37ffb4b5c142fba23a45

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7f65042e8480050e5669accafc955f7ac1d01adeda99b1ad8ce9f77a8b13879",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-11-18T12:04:52Z",
    "title_canon_sha256": "6ad6a13aaebbe89be4faf04cc4031f60a62a421271f221c5d76d25e5035c30b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.11504",
    "kind": "arxiv",
    "version": 1
  }
}