Pith Number

pith:I4S7SYUL

pith:2025:I4S7SYULJFNG5RVMQ6HIOP2CR6

not attested not anchored not stored refs pending

Automatic Task Detection and Heterogeneous LLM Speculative Decoding

Danying Ge, Jianhua Gao, Qizhi Jiang, Weixing Ji, Yifei Feng

arxiv:2505.08600 v1 · 2025-05-13 · 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{I4S7SYULJFNG5RVMQ6HIOP2CR6}

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	2026-07-05T11:02:33.338889Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4725f9628b495a6ec6ac878e873f428f8aa6ff223d80e2c6cea4ae01585a4385

Aliases

arxiv: 2505.08600 · arxiv_version: 2505.08600v1 · doi: 10.48550/arxiv.2505.08600 · pith_short_12: I4S7SYULJFNG · pith_short_16: I4S7SYULJFNG5RVM · pith_short_8: I4S7SYUL

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/I4S7SYULJFNG5RVMQ6HIOP2CR6 \
  | 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: 4725f9628b495a6ec6ac878e873f428f8aa6ff223d80e2c6cea4ae01585a4385

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "43d2d5bb58e405adc3db3b48b7be3e750f0033cdbf1f0275be3b4af1af812bf3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-13T14:16:12Z",
    "title_canon_sha256": "eba1fc5f3cf1b72911494d045f5d8c9e8d520f8d51068d5cdef2950dd919d979"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.08600",
    "kind": "arxiv",
    "version": 1
  }
}