Pith Number

pith:LNXIDJQT

pith:2024:LNXIDJQTOKRSKYBPFNWI5O74SF

not attested not anchored not stored refs pending

Towards Objective and Unbiased Decision Assessments with LLM-Enhanced Hierarchical Attention Networks

Junhua Liu, Kwan Hui Lim, Roy Ka-Wei Lee

arxiv:2411.08504 v2 · 2024-11-13 · 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{LNXIDJQTOKRSKYBPFNWI5O74SF}

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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

Balancing Accuracy and Efficiency in Multi-Turn Intent Classification for LLM-Powered Dialog Systems in Production

Receipt and verification

First computed	2026-07-05T09:35:15.110687Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b6e81a61372a325602f2b6c8ebbfc91678004ba5ccf0091b092bb3dc3a2e8d4

Aliases

arxiv: 2411.08504 · arxiv_version: 2411.08504v2 · doi: 10.48550/arxiv.2411.08504 · pith_short_12: LNXIDJQTOKRS · pith_short_16: LNXIDJQTOKRSKYBP · pith_short_8: LNXIDJQT

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/LNXIDJQTOKRSKYBPFNWI5O74SF \
  | 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: 5b6e81a61372a325602f2b6c8ebbfc91678004ba5ccf0091b092bb3dc3a2e8d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba375d74848235b4d8cbe87ae830831e494134b2333784485043a4ad9ca4f684",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-13T10:42:11Z",
    "title_canon_sha256": "e0afacfb6d029d426567c0455dc2190542b920f269defb9e605ff2a3854abeab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.08504",
    "kind": "arxiv",
    "version": 2
  }
}