Pith Number

pith:VMJDU7QN

pith:2020:VMJDU7QNMMBBL53GCXHFVE5LOB

not attested not anchored not stored refs pending

The Microsoft Toolkit of Multi-Task Deep Neural Networks for Natural Language Understanding

Emmanuel Awa, Guihong Cao, Hao Cheng, Hoifung Poon, Jianfeng Gao, Jianshu Ji, Pengcheng He, Weizhu Chen, XiaoDong Liu, Xueyun Zhu, Yu Wang

arxiv:2002.07972 v2 · 2020-02-19 · 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{VMJDU7QNMMBBL53GCXHFVE5LOB}

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

SHARP: Accelerating Language Model Inference by SHaring Adjacent layers with Recovery Parameters

Receipt and verification

First computed	2026-07-05T01:03:08.029718Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab123a7e0d630215f76615ce5a93ab705840d9155426fb0e51fb79a859ea8e8a

Aliases

arxiv: 2002.07972 · arxiv_version: 2002.07972v2 · doi: 10.48550/arxiv.2002.07972 · pith_short_12: VMJDU7QNMMBB · pith_short_16: VMJDU7QNMMBBL53G · pith_short_8: VMJDU7QN

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/VMJDU7QNMMBBL53GCXHFVE5LOB \
  | 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: ab123a7e0d630215f76615ce5a93ab705840d9155426fb0e51fb79a859ea8e8a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83217d9e21c7fb0eef21d63e53b72352c01bb076ed57778c684af9c5f795dd87",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-02-19T03:05:28Z",
    "title_canon_sha256": "00cd05dfe976ff4b55dc5b6077eb5ef75d75e02032355bdfc88a715f0d1b2945"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.07972",
    "kind": "arxiv",
    "version": 2
  }
}