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Reviewers in the wild

The CS expert database: 1,777,551 experts · 2,837,695 papers in CCF A–C and ICORE A*–C venues · 10 venue-derived domains · snapshot 2026-09-22.

Experts who meet the recruitment bar

The bar is a setting of the venue, one per role; it is edited on its own page.
Reviewer bar: SIGIR, WWW, SIGKDD, WSDM, TOIS, ACL +2 · junior 2+ first-author in 5y or senior 5+ papers in 5y · 7,017 experts meet it · change the bar
List the experts who meet it

Experts by research domain — the database's own venue-derived domains; a paper can belong to several; active = at least one paper since 2021

Experts by expertise

The expertise taxonomy: 90,661 topics extracted from 634,694 papers of 537,692 experts, organised under the ten CCF categories and 168 areas. Pick a category, then narrow down to a topic; every level lists its experts by weight.
Artificial intelligence›Natural language and speech›Language models and text generation›unlikelihood training topic 3 papers · 10 experts · placed by the area most of its papers name
Experts on unlikelihood training 10 · by weight: papers on the topic counted with recency (1 for a paper about it, 0.3 as context, halved every five years)
ExpertWeight Papers on topicLast on topic All papersLastORCID
Stephen Roller
dblp:96/10890
0.9 22020 21 · 7 since 2021 2023 none
Kyunghyun Cho
dblp:41/9736
0.9 22020 170 · 64 since 2021 2026 verified
Jason Weston
dblp:29/6977
0.9 22020 148 · 31 since 2021 2025 none
Sean Welleck
dblp:209/4949
0.9 22020 42 · 35 since 2021 2026 unresolved
Ilia Kulikov
dblp:200/0187
0.9 22020 16 · 10 since 2021 2025 conflict
Junli Wang 0001
dblp:82/179-1
0.6 12022 47 · 41 since 2021 2026 conflict
Changjun Jiang 0002
dblp:31/5933-2
0.6 12022 270 · 127 since 2021 2026 conflict
Y-Lan Boureau
dblp:60/5680
0.4 12020 24 · 9 since 2021 2023 corroborated
Margaret Li
dblp:230/3760
0.4 12020 11 · 9 since 2021 2025 corroborated
Emily Dinan
dblp:213/7927
0.4 12020 17 · 7 since 2021 2025 corroborated
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