Pith Number

pith:PJ33LAPG

pith:2021:PJ33LAPGTUBY5TWHQQK4HVFHQC

not attested not anchored not stored refs pending

Does the Order of Training Samples Matter? Improving Neural Data-to-Text Generation with Curriculum Learning

Ernie Chang, Hui-Syuan Yeh, Vera Demberg

arxiv:2102.03554 v1 · 2021-02-06 · 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{PJ33LAPGTUBY5TWHQQK4HVFHQC}

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

Data Efficacy for Language Model Training

Receipt and verification

First computed	2026-07-05T02:13:24.896759Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a77b581e69d038ecec78415c3d4a780b539578da98e8c1d19feff5bc296164d

Aliases

arxiv: 2102.03554 · arxiv_version: 2102.03554v1 · doi: 10.48550/arxiv.2102.03554 · pith_short_12: PJ33LAPGTUBY · pith_short_16: PJ33LAPGTUBY5TWH · pith_short_8: PJ33LAPG

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/PJ33LAPGTUBY5TWHQQK4HVFHQC \
  | 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: 7a77b581e69d038ecec78415c3d4a780b539578da98e8c1d19feff5bc296164d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50ad3e61254a13da62ea92496c44e4363dfc246a1f2c8bba3c67fbf81b941161",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-02-06T10:14:18Z",
    "title_canon_sha256": "084d4f71438af07d6c85069df12a9f53d3dd997a02aca818ed31204cbc636242"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.03554",
    "kind": "arxiv",
    "version": 1
  }
}