Pith Number

pith:6P7VNA25

pith:2023:6P7VNA25W4FGIAJV2NASYNRHGM

not attested not anchored not stored refs pending

Let's reward step by step: Step-Level reward model as the Navigators for Reasoning

Haotian Zhou, Hongxia Yang, Jianbo Yuan, Pengfei Liu, Qianli Ma, Tingkai Liu, Yang You

arxiv:2310.10080 v1 · 2023-10-16 · 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{6P7VNA25W4FGIAJV2NASYNRHGM}

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

16 papers in Pith

Strategic Bargaining in Multi-Buyer Markets: Reinforcement Learning from Verifiable Rewards for LLM Negotiations

Think Again or Think Longer? Selective Verification for Budget-Aware Reasoning

Self-evolving LLM agents with in-distribution Optimization

HiMed: Incentivizing Hindi Reasoning in Medical LLMs

ExpGraph: Model-Agnostic Experience Learning with Graph-Structured Memory for LLM Agents

Receipt and verification

First computed	2026-07-05T07:01:14.991750Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f3ff56835db70a640135d3412c36273331a11b68f546ccf5574162fa9b8c1fe2

Aliases

arxiv: 2310.10080 · arxiv_version: 2310.10080v1 · doi: 10.48550/arxiv.2310.10080 · pith_short_12: 6P7VNA25W4FG · pith_short_16: 6P7VNA25W4FGIAJV · pith_short_8: 6P7VNA25

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/6P7VNA25W4FGIAJV2NASYNRHGM \
  | 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: f3ff56835db70a640135d3412c36273331a11b68f546ccf5574162fa9b8c1fe2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7fefbbf505a6d483f28f1ed988857e172d4bd9d67f68da505ccd1976ca925b9e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-16T05:21:50Z",
    "title_canon_sha256": "15272afc4334d72abe4aabe7ebc8149d0b135c8ccb248fb68afb191bd06aa101"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.10080",
    "kind": "arxiv",
    "version": 1
  }
}