Pith Number

pith:AVIO5EBP

pith:2025:AVIO5EBPPRHULLHZTDWRGDQEX7

not attested not anchored not stored refs pending

Streamlining the Collaborative Chain of Models into A Single Forward Pass in Generation-Based Tasks

Chao Zhang, Tong Xu, Yong Chen, Yuanjie Lyu, Yuhao Chen

arxiv:2502.11083 v1 · 2025-02-16 · 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{AVIO5EBPPRHULLHZTDWRGDQEX7}

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	2026-07-05T10:15:03.505519Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0550ee902f7c4f45acf998ed130e04bfe23948de5010dcb71ada65154bf2919d

Aliases

arxiv: 2502.11083 · arxiv_version: 2502.11083v1 · doi: 10.48550/arxiv.2502.11083 · pith_short_12: AVIO5EBPPRHU · pith_short_16: AVIO5EBPPRHULLHZ · pith_short_8: AVIO5EBP

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/AVIO5EBPPRHULLHZTDWRGDQEX7 \
  | 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: 0550ee902f7c4f45acf998ed130e04bfe23948de5010dcb71ada65154bf2919d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3de1235fc300d67fe2430a6e4d0335b3d78855191f157556ba3c8e6409e0d118",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-16T11:37:14Z",
    "title_canon_sha256": "367a7812a66156b409622f5c089029df44b89bb50997d017abe412a9d8a59bf7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11083",
    "kind": "arxiv",
    "version": 1
  }
}