Pith Number

pith:Z2WO5RCZ

pith:2026:Z2WO5RCZIZESJGRCH3V4RZPL57

not attested not anchored not stored refs pending

FlashEvaluator: Expanding Search Space with Parallel Sequence-Level Evaluation

Chao Feng, Chenghao Zhang, Chunjie Chen, Kaiqiao Zhan, Shanqi Liu, Shuchang Liu, Xiang Li, Yuanhao Pu

arxiv:2603.02565 v2 · 2026-03-03 · cs.IR · cs.CL · 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{Z2WO5RCZIZESJGRCH3V4RZPL57}

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.

Receipt and verification

First computed	2026-07-29T01:24:30.267906Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ceaceec4594649249a223eebc8e5ebefe577c29e532ffd40e46d71a3a915fa81

Aliases

arxiv: 2603.02565 · arxiv_version: 2603.02565v2 · doi: 10.48550/arxiv.2603.02565 · pith_short_12: Z2WO5RCZIZES · pith_short_16: Z2WO5RCZIZESJGRC · pith_short_8: Z2WO5RCZ

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/Z2WO5RCZIZESJGRCH3V4RZPL57 \
  | 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: ceaceec4594649249a223eebc8e5ebefe577c29e532ffd40e46d71a3a915fa81

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "033aac108e643064401ccaedc4129a042c6961c0ae0ef87f92c088465fc9e50d",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2026-03-03T03:35:34Z",
    "title_canon_sha256": "b59b58a9119728a57f66dedaa2399d333e75e817b73f77592324d8d0835c48ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.02565",
    "kind": "arxiv",
    "version": 2
  }
}