Pith Number

pith:XB4IEFAZ

pith:2020:XB4IEFAZWBLJSMXSYL3QI6WGGX

not attested not anchored not stored refs pending

Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems

Andrea Madotto, Pascale Fung, Zhaojiang Lin, Zihan Liu

arxiv:2008.06239 v2 · 2020-08-14 · cs.CL · 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{XB4IEFAZWBLJSMXSYL3QI6WGGX}

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

From Extraction to Synthesis: Entangled Heuristics for Agent-Augmented Strategic Reasoning

Receipt and verification

First computed	2026-07-05T01:28:31.884168Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b878821419b0569932f2c2f7047ac635dd40b1330ea6aa4212395bff3fed27ed

Aliases

arxiv: 2008.06239 · arxiv_version: 2008.06239v2 · doi: 10.48550/arxiv.2008.06239 · pith_short_12: XB4IEFAZWBLJ · pith_short_16: XB4IEFAZWBLJSMXS · pith_short_8: XB4IEFAZ

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/XB4IEFAZWBLJSMXSYL3QI6WGGX \
  | 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: b878821419b0569932f2c2f7047ac635dd40b1330ea6aa4212395bff3fed27ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b22b8dd136c93df67d6cab2f59c4b74a7055d3259f175268d4a2f4ab8c284cd0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-08-14T08:23:21Z",
    "title_canon_sha256": "bc4a50050a0fb16579a6e9ca80bf40cdbb79f45bdae952275dbf3a05809eab38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.06239",
    "kind": "arxiv",
    "version": 2
  }
}