Pith Number

pith:B74WZ3CJ

pith:2021:B74WZ3CJF5TKWJ5XUE4BLRJEX6

not attested not anchored not stored refs pending

Neural model robustness for skill routing in large-scale conversational AI systems: A design choice exploration

Aswarth Dara, Han Li, Jinseok Nam, Ruhi Sarikaya, Spyros Matsoukas, Sunghyun Park, Sungjin Lee, Young-Bum Kim

arxiv:2103.03373 v1 · 2021-03-04 · cs.CL · cs.AI · 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{B74WZ3CJF5TKWJ5XUE4BLRJEX6}

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

Template-assisted Contrastive Learning of Task-oriented Dialogue Sentence Embeddings

Receipt and verification

First computed	2026-07-05T02:20:34.445946Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0ff96cec492f66ab27b7a13815c524bfad32dc58874b0b11698ec0766d5a64d0

Aliases

arxiv: 2103.03373 · arxiv_version: 2103.03373v1 · doi: 10.48550/arxiv.2103.03373 · pith_short_12: B74WZ3CJF5TK · pith_short_16: B74WZ3CJF5TKWJ5X · pith_short_8: B74WZ3CJ

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/B74WZ3CJF5TKWJ5XUE4BLRJEX6 \
  | 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: 0ff96cec492f66ab27b7a13815c524bfad32dc58874b0b11698ec0766d5a64d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d2e43d6cd660e5cdad70849ede2dc994000027e96f75257db3a7333c56e2b4b9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-03-04T22:54:33Z",
    "title_canon_sha256": "8c531d19276e7b0041b79be8d62b4d319571fbf3168d5d5254d4e779ccdbbf4e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.03373",
    "kind": "arxiv",
    "version": 1
  }
}