Pith. sign in
Pith Number

pith:JEUWW4EP

pith:2025:JEUWW4EPV5DYPCDYBYUPR3PAIJ
not attested not anchored not stored refs pending

Not All Thoughts are Generated Equal: Efficient LLM Reasoning via Multi-Turn Reinforcement Learning

Hao Liu, Jun Fang, Naiqiang Tan, Wei Li, Yansong Ning

arxiv:2505.11827 v2 · 2025-05-17 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{JEUWW4EPV5DYPCDYBYUPR3PAIJ}

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

On the Cost and Benefit of Chain of Thought: A Learning-Theoretic Perspective
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost
Receipt and verification
First computed 2026-07-05T11:09:13.600656Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

49296b708faf478788780e28f8ede04251eef4e05b7470f38e96a700c4558a84

Aliases

arxiv: 2505.11827 · arxiv_version: 2505.11827v2 · doi: 10.48550/arxiv.2505.11827 · pith_short_12: JEUWW4EPV5DY · pith_short_16: JEUWW4EPV5DYPCDY · pith_short_8: JEUWW4EP
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/JEUWW4EPV5DYPCDYBYUPR3PAIJ \
  | 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: 49296b708faf478788780e28f8ede04251eef4e05b7470f38e96a700c4558a84
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "9ac3c03f8c0bc3de9b8612e347e732f2b20a29e5cc5a0bb314f78a1db21b425f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-17T04:26:39Z",
    "title_canon_sha256": "f0a5398be113fc893d00ac517423c2a14d7da0dd701eef7bc45357d640f16f40"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.11827",
    "kind": "arxiv",
    "version": 2
  }
}