Pith Number

pith:34ZZCEDE

pith:2019:34ZZCEDEQHX62Z4BAKTEDX2RQ6

not attested not anchored not stored refs pending

Representation Degeneration Problem in Training Natural Language Generation Models

Di He, Jun Gao, Liwei Wang, Tao Qin, Tie-Yan Liu, Xu Tan

arxiv:1907.12009 v1 · 2019-07-28 · cs.CL

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\usepackage{pith}
\pithnumber{34ZZCEDEQHX62Z4BAKTEDX2RQ6}

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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

17 papers in Pith

Channel Location Constrains the Auditability of Subliminal Learning

Learning to Prompt: Improving Student Engagement with Adaptive LLM-based High-School Tutoring

NITP: Next Implicit Token Prediction for LLM Pre-training

Decoupled Residual Quantization for Robust Semantic IDs in Recommendation

How to deal with machine learning bias in economic history

Receipt and verification

First computed	2026-07-04T23:50:04.588819Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

df3391106481efed678102a641df518785a8cdce7bb63cd9caf78df7400de581

Aliases

arxiv: 1907.12009 · arxiv_version: 1907.12009v1 · doi: 10.48550/arxiv.1907.12009 · pith_short_12: 34ZZCEDEQHX6 · pith_short_16: 34ZZCEDEQHX62Z4B · pith_short_8: 34ZZCEDE

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/34ZZCEDEQHX62Z4BAKTEDX2RQ6 \
  | 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: df3391106481efed678102a641df518785a8cdce7bb63cd9caf78df7400de581

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eaeeb577a24af1faac0edaf38482275465cfe4d2795c0992c0f6f516aef38b1b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-07-28T03:57:41Z",
    "title_canon_sha256": "137f5b4f2f60207fb9ebc7bae0d19c2c6aedd770877a3bb43dd51711d83e3f1a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.12009",
    "kind": "arxiv",
    "version": 1
  }
}