Pith Number

pith:ZB5ODL5X

pith:2020:ZB5ODL5XE63BOK7QBW4BFM2MJ5

not attested not anchored not stored refs pending

InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective

Bo Li, Boxin Wang, Jingjing Liu, Ruoxi Jia, Shuohang Wang, Yu Cheng, Zhe Gan

arxiv:2010.02329 v4 · 2020-10-05 · cs.CL · cs.AI · 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{ZB5ODL5XE63BOK7QBW4BFM2MJ5}

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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

1 paper in Pith

Using DeepSpeed and Megatron to Train Megatron-Turing NLG 530B, A Large-Scale Generative Language Model

Receipt and verification

First computed	2026-07-05T02:24:51.744954Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c87ae1afb727b6172bf00db812b34c4f679b07b59d750fc52fcddc3292dd045e

Aliases

arxiv: 2010.02329 · arxiv_version: 2010.02329v4 · doi: 10.48550/arxiv.2010.02329 · pith_short_12: ZB5ODL5XE63B · pith_short_16: ZB5ODL5XE63BOK7Q · pith_short_8: ZB5ODL5X

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/ZB5ODL5XE63BOK7QBW4BFM2MJ5 \
  | 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: c87ae1afb727b6172bf00db812b34c4f679b07b59d750fc52fcddc3292dd045e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e36f72e8c9b97152c7cea87fde605b9a4f8e68db3015fb57a6eb9e0c1d9bf47",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-10-05T20:49:26Z",
    "title_canon_sha256": "bdb1cabfd18a2fe345c292bfc49d7c38eba376dd4f256f78a576282baf45772f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.02329",
    "kind": "arxiv",
    "version": 4
  }
}