Pith Number

pith:342CXSHF

pith:2025:342CXSHFMIORW5DWN2GOXQDZQD

not attested not anchored not stored refs pending

Soft Reasoning: Navigating Solution Spaces in Large Language Models through Controlled Embedding Exploration

Hanqi Yan, Lin Gui, Qinglin Zhu, Runcong Zhao, Yudong Chen, Yulan He

arxiv:2505.24688 v4 · 2025-05-30 · 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{342CXSHFMIORW5DWN2GOXQDZQD}

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

1 paper in Pith

N-GRPO: Embedding-Level Neighbor Mixing for Enhanced Policy Optimization

Receipt and verification

First computed	2026-07-05T12:11:18.342875Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

df342bc8e5621d1b74766e8cebc07980c086d38d32a79624f887db29a6b702aa

Aliases

arxiv: 2505.24688 · arxiv_version: 2505.24688v4 · doi: 10.48550/arxiv.2505.24688 · pith_short_12: 342CXSHFMIOR · pith_short_16: 342CXSHFMIORW5DW · pith_short_8: 342CXSHF

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/342CXSHFMIORW5DWN2GOXQDZQD \
  | 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: df342bc8e5621d1b74766e8cebc07980c086d38d32a79624f887db29a6b702aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02143bee8a62b86a9c81a38d9f0690bc20201480c05bc48ee6d16890e5daa521",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-30T15:11:52Z",
    "title_canon_sha256": "26b77e0ba2d202a1a9a33d50c6c8f80d6d045c7dbab971fd1a89702d397831fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.24688",
    "kind": "arxiv",
    "version": 4
  }
}