Pith Number

pith:52UTWEQB

pith:2024:52UTWEQBNXBIK7XWRFRV4IPJ54

not attested not anchored not stored refs pending

Similarity is Not All You Need: Endowing Retrieval Augmented Generation with Multi Layered Thoughts

BinBin Hu, Chunjing Gan, Dan Yang, Hanxiao Zhang, Jinjie Gu, Jun Zhou, Lei Liang, Lin Ju, Siyuan Li, Yue Shen, Zhiqiang Zhang, Ziqi Liu

arxiv:2405.19893 v1 · 2024-05-30 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{52UTWEQBNXBIK7XWRFRV4IPJ54}

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

4 papers in Pith

ElasticMem: Latent Memory as a Learnable Resource for LLM Agents

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes

GroupRank: A Groupwise Paradigm for Effective and Efficient Passage Reranking with LLMs

Beyond Relevance: Utility-Centric Retrieval in the LLM Era

Receipt and verification

First computed	2026-07-05T08:25:23.754096Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eea93b12016dc2857ef689635e21e9ef250184a647de9552b05c5e4ccb8a432f

Aliases

arxiv: 2405.19893 · arxiv_version: 2405.19893v1 · doi: 10.48550/arxiv.2405.19893 · pith_short_12: 52UTWEQBNXBI · pith_short_16: 52UTWEQBNXBIK7XW · pith_short_8: 52UTWEQB

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/52UTWEQBNXBIK7XWRFRV4IPJ54 \
  | 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: eea93b12016dc2857ef689635e21e9ef250184a647de9552b05c5e4ccb8a432f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb5b4102a660fb37127dfe72d7bb46bea60b89a5bd169bf523a3a6395ed28416",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-30T09:50:38Z",
    "title_canon_sha256": "b0cf8f2c5ddc47072013c1e0d569a2c85776eecb2fd52c5e71ffdbd017af258b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.19893",
    "kind": "arxiv",
    "version": 1
  }
}