搜推广 TOP3 硬事实画像

Yandex

top3_hard_profile_ready

TOP3 core ideas

1. Commerce ranking uses personalization and transformer ranking rather than only keyword matching.
2. Large-scale ranking and retrieval datasets can become a reproducible benchmark layer.
3. Product pages and metric tools connect traffic acquisition, measurement and business conversion.

Representative analyses

• company_yandex_ranking
• company_yandex_yambda

VK

top3_hard_profile_ready

TOP3 core ideas

1. Short-video recommendation needs industrial-scale sequential and multi-feedback data.
2. Content distribution resources should be split into dataset, video surface and product surface.
3. Benchmark evidence is stronger than generic platform descriptions.

Representative analyses

• company_vk_lsvd

2GIS

top3_hard_profile_ready

TOP3 core ideas

1. Local discovery is a distinct intent surface.
2. Merchant promotion should be analyzed through map, directory and action conversion paths.
3. Regional coverage matters for search-promo resource fit.

Representative analyses

• company_2gis_local_discovery

Wildberries

hard_candidate_profile_ready

TOP3 core ideas

1. Seller-facing promotion tools are hard product-process evidence.
2. Marketplace promotion should be analyzed with seller workflow and platform rules.
3. Dynamic pages may need CDP supplement rather than plain HTTP snapshots.

Representative analyses

• company_wb_promotion

HSE University

top3_baseline_needs_paper_recovery

TOP3 core ideas

1. Data science and user behavior modeling candidate.
2. Needs search/recommendation paper recovery.
3. No representative-work analysis is claimed yet.

Representative analyses

• 待补代表作深析

blocker: OpenAlex candidate fetch hit HTTP 429; need official lab/profile/paper source recovery.

ITMO University

top3_baseline_needs_paper_recovery

TOP3 core ideas

1. Algorithm and systems engineering candidate.
2. Needs information retrieval or recommendation-specific representative papers.
3. No representative-work analysis is claimed yet.

Representative analyses

• 待补代表作深析

blocker: OpenAlex candidate fetch hit HTTP 429; need official lab/profile/paper source recovery.

Skoltech

top3_baseline_needs_paper_recovery

TOP3 core ideas

1. Machine learning and data science candidate.
2. Needs ranking/retrieval/recommendation paper recovery.
3. No representative-work analysis is claimed yet.

Representative analyses

• 待补代表作深析

blocker: OpenAlex candidate fetch hit HTTP 429; need official lab/profile/paper source recovery.

Alexander D'yakonov

expert_candidate_needs_profile_source

TOP3 core ideas

1. Author linked to VK-LSVD representative work.
2. Potential benchmark/data-analysis expert candidate.
3. Professor title is not promoted until official profile is ingested.

Representative analyses

• company_vk_lsvd

blocker: Need official personal or institutional profile before professor card.

Kirill Khrylchenko

author_expert_not_professor_verified

TOP3 core ideas

1. Author linked to Yandex commerce ranking representative work.
2. Relevant to transaction ranking and personalization.
3. No professor title claimed.

Representative analyses

• company_yandex_ranking

blocker: Need official profile before expert profile can be upgraded.

Krishna P. Gummadi

method_expert_candidate

TOP3 core ideas

1. Method source for marketplace result-quality risk.
2. Method source for targeting risk analysis.
3. Used as risk-method reference, not Russia resource itself.

Representative analyses

• 待补代表作深析

blocker: Need personal profile ingestion and representative-work analysis if promoted.