Pith Number

pith:4ULCNCCL

pith:2020:4ULCNCCLRT4C7O2G533OEN6AYN

not attested not anchored not stored refs pending

Pre-trained Models for Natural Language Processing: A Survey

Ning Dai, Tianxiang Sun, Xipeng Qiu, Xuanjing Huang, Yige Xu, Yunfan Shao

arxiv:2003.08271 v4 · 2020-03-18 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{4ULCNCCLRT4C7O2G533OEN6AYN}

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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

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis

Search-R3: Unifying Reasoning and Embedding in Large Language Models

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis

A Survey of Large Language Models

Receipt and verification

First computed	2026-07-05T02:51:53.407886Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e51626884b8cf82fbb46eef6e237c0c341751cb1ca44450d4c7999a243a98d71

Aliases

arxiv: 2003.08271 · arxiv_version: 2003.08271v4 · doi: 10.48550/arxiv.2003.08271 · pith_short_12: 4ULCNCCLRT4C · pith_short_16: 4ULCNCCLRT4C7O2G · pith_short_8: 4ULCNCCL

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/4ULCNCCLRT4C7O2G533OEN6AYN \
  | 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: e51626884b8cf82fbb46eef6e237c0c341751cb1ca44450d4c7999a243a98d71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dfffaa3ecd8672bd4f3e9d3b4fbd36a8da14a25ef3b3c76fb40ddd92bef8b11d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-03-18T15:22:51Z",
    "title_canon_sha256": "631e92f518597e6d6ba71e2287b552e37ac1cad9e32f125db03c0e21d26f3133"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.08271",
    "kind": "arxiv",
    "version": 4
  }
}