Pith Number

pith:FITETHI2

pith:2026:FITETHI2LBHAMSTQJNRGLEFEQG

not attested not anchored not stored refs pending

Why Thinking Hurts: Diagnosing and Rectifying Linguistic Inertia in Large Language Models for Recommendation

Enhong Chen, Hang Lv, Hao Wang, Luankang Zhang, Mingjia Yin, Wei Guo, Xuyang Zhi, Yonghao Huang, Yuyang Ye

arxiv:2602.16587 v2 · 2026-02-18 · cs.IR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FITETHI2LBHAMSTQJNRGLEFEQG}

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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

3 papers in Pith

SAPO: Step-Aligned Policy Optimization for Reasoning-Based Generative Recommendation

IE as Cache: Information Extraction Enhanced Agentic Reasoning

Rethinking the Necessity of Adaptive Retrieval-Augmented Generation through the Lens of Adaptive Listwise Ranking

Receipt and verification

First computed	2026-06-02T02:04:14.871048Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a26499d1a584e064a704b626590a481ba7d96651b5e1fed0593a3751ee34d21

Aliases

arxiv: 2602.16587 · arxiv_version: 2602.16587v2 · doi: 10.48550/arxiv.2602.16587 · pith_short_12: FITETHI2LBHA · pith_short_16: FITETHI2LBHAMSTQ · pith_short_8: FITETHI2

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/FITETHI2LBHAMSTQJNRGLEFEQG \
  | 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: 2a26499d1a584e064a704b626590a481ba7d96651b5e1fed0593a3751ee34d21

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b521ff4d5376abf25e3a3eb75e28720835951699fff0a5e44dda4bb8776376fc",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2026-02-18T16:38:21Z",
    "title_canon_sha256": "4fff907e90f390ba5c765bf625d359f745c7be87961d7ab064be3f74582ba4f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.16587",
    "kind": "arxiv",
    "version": 2
  }
}