Pith Number

pith:RLW7ADWR

pith:2024:RLW7ADWRP4HHIHXYRPBBJNKX3D

not attested not anchored not stored refs pending

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

Axel Carlier, Lai Xing Ng, Shu Heng Yeo, Wei Tsang Ooi, Yannis Montreuil

arxiv:2410.15761 v4 · 2024-10-21 · cs.CL · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RLW7ADWRP4HHIHXYRPBBJNKX3D}

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

2 papers in Pith

Optimized Deferral for Imbalanced Settings

Learning When to Remember: Risk-Sensitive Contextual Bandits for Abstention-Aware Memory Retrieval in LLM-Based Coding Agents

Receipt and verification

First computed	2026-05-21T01:05:03.471418Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8aedf00ed17f0e741ef88bc214b557d8faa8a4f84814284a93d3f42c966a3b68

Aliases

arxiv: 2410.15761 · arxiv_version: 2410.15761v4 · doi: 10.48550/arxiv.2410.15761 · pith_short_12: RLW7ADWRP4HH · pith_short_16: RLW7ADWRP4HHIHXY · pith_short_8: RLW7ADWR

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/RLW7ADWRP4HHIHXYRPBBJNKX3D \
  | 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: 8aedf00ed17f0e741ef88bc214b557d8faa8a4f84814284a93d3f42c966a3b68

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63c1398b60b4a0f5029c9214e226e9c8e092d94893c5c124ec437ea143fe898a",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-21T08:21:00Z",
    "title_canon_sha256": "1f0ae35fe0d8f7a6f6e5a93dbb25811b4e5464a744f4c0f12426a6fa07863ab8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.15761",
    "kind": "arxiv",
    "version": 4
  }
}