Pith Number

pith:YN37UFVI

pith:2024:YN37UFVISQLXYGNTVVIXS6PGOO

not attested not anchored not stored refs pending

Language Model Cascades: Token-level uncertainty and beyond

Aditya Krishna Menon, Ankit Singh Rawat, Harikrishna Narasimhan, Neha Gupta, Sanjiv Kumar, Wittawat Jitkrittum

arxiv:2404.10136 v1 · 2024-04-15 · cs.CL · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YN37UFVISQLXYGNTVVIXS6PGOO}

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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

6 papers in Pith

VIA-SD: Verification via Intra-Model Routing for Speculative Decoding

Online Pandora's Box for Contextual LLM Cascading

Harnessing Multiple Large Language Models: A Survey on LLM Ensemble

When Efficiency Backfires: Cascading LLMs Trigger Cascade Failure under Adversarial Attack

Direct Reasoning Optimization: Token-Level Reasoning Reflectivity Meets Rubric Gates for Unverifiable Tasks

Receipt and verification

First computed	2026-07-05T08:08:25.910891Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c377fa16a894177c19b3ad517979e67394ef670bcc09f940625dd852e19e2a44

Aliases

arxiv: 2404.10136 · arxiv_version: 2404.10136v1 · doi: 10.48550/arxiv.2404.10136 · pith_short_12: YN37UFVISQLX · pith_short_16: YN37UFVISQLXYGNT · pith_short_8: YN37UFVI

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/YN37UFVISQLXYGNTVVIXS6PGOO \
  | 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: c377fa16a894177c19b3ad517979e67394ef670bcc09f940625dd852e19e2a44

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a75d6fc00ba08b3f8afc14e2b07868e7bcfbdb23eb6c60d88e817300687eedbb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-15T21:02:48Z",
    "title_canon_sha256": "793f4e08b5050041b5b9233c79d619c10d4ff3b1d8170f50033b41bb72dcab30"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.10136",
    "kind": "arxiv",
    "version": 1
  }
}