Pith Number

pith:YY7DRFOK

pith:2025:YY7DRFOK75D7CMUHLJV2A4VVLD

not attested not anchored not stored refs pending

Reflection-Window Decoding: Text Generation with Selective Refinement

Guangyi Chen, Kun Zhang, Loka Li, Peter Spirtes, Xiangchen Song, Yifan Shen, Yunlong Deng, Zeyu Tang, Zhenhao Chen

arxiv:2502.03678 v3 · 2025-02-05 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YY7DRFOK75D7CMUHLJV2A4VVLD}

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

From System 1 to System 2: A Survey of Reasoning Large Language Models

Receipt and verification

First computed	2026-07-05T11:13:19.868181Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c63e3895caff47f132875a6ba072b558fb10725bb55605e6534c76759c47919e

Aliases

arxiv: 2502.03678 · arxiv_version: 2502.03678v3 · doi: 10.48550/arxiv.2502.03678 · pith_short_12: YY7DRFOK75D7 · pith_short_16: YY7DRFOK75D7CMUH · pith_short_8: YY7DRFOK

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/YY7DRFOK75D7CMUHLJV2A4VVLD \
  | 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: c63e3895caff47f132875a6ba072b558fb10725bb55605e6534c76759c47919e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7cf4bf0951e8f3156fe8dbe8f582a5eebd2671af97e188146442f81ca640a50b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-05T23:53:08Z",
    "title_canon_sha256": "cff58e099ef9d0ee7fdcafeaf4cdb98912167884c1aac4ad6dd0c3399cdccff7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.03678",
    "kind": "arxiv",
    "version": 3
  }
}