Pith Number

pith:KR43MMWC

pith:2025:KR43MMWCODLNOOIY5OTAWHSQLO

not attested not anchored not stored refs pending

Reason-to-Recommend: Using Interaction-of-Thought Reasoning to Enhance LLM Recommendation

Fengli Xu, Keyu Zhao, Yong Li

arxiv:2506.05069 v2 · 2025-06-05 · cs.IR · 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{KR43MMWCODLNOOIY5OTAWHSQLO}

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

Uncovering the Representation Geometry of Minimal Cores in Overcomplete Reasoning Traces

A Survey on Generative Recommendation: Data, Model, and Tasks

User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation

Factorized Latent Reasoning for LLM-based Recommendation

Receipt and verification

First computed	2026-07-05T11:18:23.228371Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5479b632c270d6d73918eba60b1e505ba97b35b49c83e1603af60fd1f11182d5

Aliases

arxiv: 2506.05069 · arxiv_version: 2506.05069v2 · doi: 10.48550/arxiv.2506.05069 · pith_short_12: KR43MMWCODLN · pith_short_16: KR43MMWCODLNOOIY · pith_short_8: KR43MMWC

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/KR43MMWCODLNOOIY5OTAWHSQLO \
  | 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: 5479b632c270d6d73918eba60b1e505ba97b35b49c83e1603af60fd1f11182d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70d3f3a037bea5874fd3e076e7c3d2aa8f7443b3b48305a53fa97f6e4b6f6381",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-06-05T14:16:44Z",
    "title_canon_sha256": "cc46ac9d12ff676df34d33920398cbac89ca233a4187568854def478c34e32ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.05069",
    "kind": "arxiv",
    "version": 2
  }
}