Pith Number

pith:AMTO7ISG

pith:2024:AMTO7ISGDCJYZK55HT2EMZABLE

not attested not anchored not stored refs pending

Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Ankur Taly, Anush Mattapalli, Chen-Yu Lee, Huaixiu Steven Zheng, Jingbo Shang, Long Le, Swaroop Mishra, Tomas Pfister, Vincent Perot, Yuwei Zhang, Zifeng Wang, Zilong Wang

arxiv:2407.08223 v2 · 2024-07-11 · 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{AMTO7ISGDCJYZK55HT2EMZABLE}

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

10 papers in Pith

MODE-RAG: Manifold Outlier Diagnosis and Energy-based Retrieval-Augmented Generation Evaluation

FLOWREADER: Min-Cost Flow Optimization for Multi-Modal Long Document Q&A

Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces

VArify: A Visual Analytics System for Verifying Knowledge Enhanced Large Language Model Responses in Food Science

A Survey on LLM-as-a-Judge

Receipt and verification

First computed	2026-07-05T10:21:21.634071Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0326efa24618938cabbd3cf44664015912c562b88542ddcc5874b81a60932627

Aliases

arxiv: 2407.08223 · arxiv_version: 2407.08223v2 · doi: 10.48550/arxiv.2407.08223 · pith_short_12: AMTO7ISGDCJY · pith_short_16: AMTO7ISGDCJYZK55 · pith_short_8: AMTO7ISG

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/AMTO7ISGDCJYZK55HT2EMZABLE \
  | 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: 0326efa24618938cabbd3cf44664015912c562b88542ddcc5874b81a60932627

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bad279453a3e8dce914482808dcd0c45668ceeae04506f400049ff1e6513d51c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-11T06:50:19Z",
    "title_canon_sha256": "99fe5297b31678ce782a4bd7488b2d00cbbd79ba441a9792170f236d5b03aa32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.08223",
    "kind": "arxiv",
    "version": 2
  }
}