Pith Number

pith:NNEOJLWR

pith:2020:NNEOJLWR6S4ZIAUQCJEBJW54AJ

not attested not anchored not stored refs pending

Continual Learning in Task-Oriented Dialogue Systems

Andrea Madotto, Bing Liu, Eunjoon Cho, Paul Crook, Seungwhan Moon, Zhaojiang Lin, Zhenpeng Zhou, Zhiguang Wang, Zhou Yu

arxiv:2012.15504 v1 · 2020-12-31 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NNEOJLWR6S4ZIAUQCJEBJW54AJ}

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

Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T02:03:19.160794Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b48e4aed1f4b9940290124814dbbc0268d1c1217e6c7cfbe7eb6e676545d378

Aliases

arxiv: 2012.15504 · arxiv_version: 2012.15504v1 · doi: 10.48550/arxiv.2012.15504 · pith_short_12: NNEOJLWR6S4Z · pith_short_16: NNEOJLWR6S4ZIAUQ · pith_short_8: NNEOJLWR

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/NNEOJLWR6S4ZIAUQCJEBJW54AJ \
  | 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: 6b48e4aed1f4b9940290124814dbbc0268d1c1217e6c7cfbe7eb6e676545d378

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "054d01d71deff6bb53ae4e646b4a28a83c29d138ef3c81de62955ae706967328",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-12-31T08:44:25Z",
    "title_canon_sha256": "c80f7826171a98caf570aadbb119339293e2e9288d9cdcf88a425dafb4761950"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.15504",
    "kind": "arxiv",
    "version": 1
  }
}