Pith Number

pith:B5WA6BGS

pith:2024:B5WA6BGSARH6457R4HMIGAPXDT

not attested not anchored not stored refs pending

APAR: LLMs Can Do Auto-Parallel Auto-Regressive Decoding

Aohan Zeng, Bowen Wang, Jie Tang, Mingdao Liu, Peng Zhang, Yuxiao Dong

arxiv:2401.06761 v1 · 2024-01-12 · cs.CL

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\usepackage{pith}
\pithnumber{B5WA6BGSARH6457R4HMIGAPXDT}

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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

4 papers in Pith

PopPy: Opportunistically Exploiting Parallelism in Python Compound AI Applications

A Survey on Efficient Inference for Large Language Models

Breaking the Autoregressive Chain: Hyper-Parallel Decoding for Efficient LLM-Based Attribute Value Extraction

ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools

Receipt and verification

First computed	2026-07-05T07:33:04.939565Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f6c0f04d2044fee77f1e1d88301f71cc78898af96082ac86e1773d3b42991d4

Aliases

arxiv: 2401.06761 · arxiv_version: 2401.06761v1 · doi: 10.48550/arxiv.2401.06761 · pith_short_12: B5WA6BGSARH6 · pith_short_16: B5WA6BGSARH6457R · pith_short_8: B5WA6BGS

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/B5WA6BGSARH6457R4HMIGAPXDT \
  | 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: 0f6c0f04d2044fee77f1e1d88301f71cc78898af96082ac86e1773d3b42991d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69d0a5cb5e012e36206bec1da2e1e610660f93da07711599d030071bb1c39451",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-12T18:50:36Z",
    "title_canon_sha256": "8aec5782dba780a17e96af1265ed7696b15254a740212c987119825ebd87ab6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.06761",
    "kind": "arxiv",
    "version": 1
  }
}