Pith Number

pith:Q7GDAMH5

pith:2025:Q7GDAMH5I3KR2NXNXVLF7YUWCJ

not attested not anchored not stored refs pending

Enhancing Customer Service Chatbots with Context-Aware NLU through Selective Attention and Multi-task Learning

Anshika Singh, Neeraj Agrawal, Priyanka Bhatt, Subhadip Nandi

arxiv:2506.01781 v1 · 2025-06-02 · cs.LG · 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{Q7GDAMH5I3KR2NXNXVLF7YUWCJ}

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.

Receipt and verification

First computed	2026-07-05T11:14:19.312879Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

87cc3030fd46d51d36edbd565fe296127e9434b6ca23a69f276d725cd927fe00

Aliases

arxiv: 2506.01781 · arxiv_version: 2506.01781v1 · doi: 10.48550/arxiv.2506.01781 · pith_short_12: Q7GDAMH5I3KR · pith_short_16: Q7GDAMH5I3KR2NXN · pith_short_8: Q7GDAMH5

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/Q7GDAMH5I3KR2NXNXVLF7YUWCJ \
  | 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: 87cc3030fd46d51d36edbd565fe296127e9434b6ca23a69f276d725cd927fe00

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0e0f18b48e95e9680947706f5befdb0390a9a2a84447264ebdaf76f6293785d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-02T15:24:28Z",
    "title_canon_sha256": "25a02c36a006d4d2d541d7f9170f355d636d0c03c7a92785857c456980273adf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.01781",
    "kind": "arxiv",
    "version": 1
  }
}