Pith Number

pith:UM2YPTSV

pith:2023:UM2YPTSV2PVSU7NKV72UNM4CLS

not attested not anchored not stored refs pending

Take a Step Back: Evoking Reasoning via Abstraction in Large Language Models

Denny Zhou, Ed H. Chi, Heng-Tze Cheng, Huaixiu Steven Zheng, Quoc V Le, Swaroop Mishra, Xinyun Chen

arxiv:2310.06117 v2 · 2023-10-09 · cs.LG · cs.AI · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UM2YPTSV2PVSU7NKV72UNM4CLS}

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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

14 papers in Pith

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Dive into Ambiguity: A*-Inspired Multi-Agents Commonsense Obfuscation Attack on LLM Prompts

Efficient RAG with Intent-Aware Retrieval and Semantics-Preserving Chunking

Retrieval-Augmented Generation for Large Language Models: A Survey

A Survey on Retrieval-Augmented Text Generation for Large Language Models

Receipt and verification

First computed	2026-07-05T07:54:51.774430Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a33587ce55d3eb2a7daaaff546b3825cb16c66cf09a76e54a6cea50961a89cbf

Aliases

arxiv: 2310.06117 · arxiv_version: 2310.06117v2 · doi: 10.48550/arxiv.2310.06117 · pith_short_12: UM2YPTSV2PVS · pith_short_16: UM2YPTSV2PVSU7NK · pith_short_8: UM2YPTSV

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/UM2YPTSV2PVSU7NKV72UNM4CLS \
  | 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: a33587ce55d3eb2a7daaaff546b3825cb16c66cf09a76e54a6cea50961a89cbf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fbe7a5977f44d1d60ef0d1f28030c7b32a67a19cd5990c9ec7dc711afb5191bd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-09T19:48:55Z",
    "title_canon_sha256": "179788da0b4fa33bf1aa706ea4838f9c81d47d976375b913b29e1fb6ba19644e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.06117",
    "kind": "arxiv",
    "version": 2
  }
}