Pith Number

pith:PICR56T5

pith:2025:PICR56T5S2VKC4UPVDXZ523VQS

not attested not anchored not stored refs pending

Attention Illuminates LLM Reasoning: The Preplan-and-Anchor Rhythm Enables Fine-Grained Policy Optimization

Bo Zheng, Han Lu, Jiamang Wang, Jiashun Liu, Junchi Yan, Shaopan Xiong, Weixun Wang, Wenbo Su, Yang Li, Yijia Luo, Yuhan Sun, Zhichen Dong

arxiv:2510.13554 v2 · 2025-10-15 · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

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\usepackage{pith}
\pithnumber{PICR56T5S2VKC4UPVDXZ523VQS}

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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

What and When to Distill: Selective Hindsight Distillation for Multi-Turn Agents

From Table to Cell: Attention for Better Reasoning with TABALIGN

Self-Distilled RLVR

Receipt and verification

First computed	2026-06-09T02:07:11.476107Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a051efa7d96aaa1728fa8ef9eeb75849c4bf518169a4f9d4cb121134c593d5b

Aliases

arxiv: 2510.13554 · arxiv_version: 2510.13554v2 · doi: 10.48550/arxiv.2510.13554 · pith_short_12: PICR56T5S2VK · pith_short_16: PICR56T5S2VKC4UP · pith_short_8: PICR56T5

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/PICR56T5S2VKC4UPVDXZ523VQS \
  | 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: 7a051efa7d96aaa1728fa8ef9eeb75849c4bf518169a4f9d4cb121134c593d5b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c2b9ce4d344cc5148dc0c9e2cbf285517dc6043f6730719a36df4f8982462ce5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-10-15T13:49:51Z",
    "title_canon_sha256": "6e229d8f0b39a04dd90c12f5e7d7202b85a3947237dfab98af6986aa5c8920e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.13554",
    "kind": "arxiv",
    "version": 2
  }
}