Pith Number

pith:4KFBPBKN

pith:2022:4KFBPBKNHWJO4E46DZBDPZBVLX

not attested not anchored not stored refs pending

Model Cascading: Towards Jointly Improving Efficiency and Accuracy of NLP Systems

Chitta Baral, Neeraj Varshney

arxiv:2210.05528 v1 · 2022-10-11 · 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{4KFBPBKNHWJO4E46DZBDPZBVLX}

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

5 papers in Pith

Select to Think: Unlocking SLM Potential with Local Sufficiency

DynamicNER: A Dynamic, Multilingual, and Fine-Grained Dataset for LLM-based Named Entity Recognition

Optimal Query Allocation in Extractive QA with LLMs: A Learning-to-Defer Framework with Theoretical Guarantees

Harnessing Multiple Large Language Models: A Survey on LLM Ensemble

Select to Think: Unlocking SLM Potential with Local Sufficiency

Receipt and verification

First computed	2026-07-05T05:05:17.680354Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e28a17854d3d92ee139e1e4237e4355ddb336bd6e20c3e6bdaf3008a18385e09

Aliases

arxiv: 2210.05528 · arxiv_version: 2210.05528v1 · doi: 10.48550/arxiv.2210.05528 · pith_short_12: 4KFBPBKNHWJO · pith_short_16: 4KFBPBKNHWJO4E46 · pith_short_8: 4KFBPBKN

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/4KFBPBKNHWJO4E46DZBDPZBVLX \
  | 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: e28a17854d3d92ee139e1e4237e4355ddb336bd6e20c3e6bdaf3008a18385e09

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f9e1888939bd058f544747e52a9babe88fac4d7930bfe6d145364a01e7438b99",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-11T15:17:52Z",
    "title_canon_sha256": "bfc4feedc2eb12307dfbd312ac6447c316d2190a35c0ceb69c9e70bf2888a747"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.05528",
    "kind": "arxiv",
    "version": 1
  }
}