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20232026
most citedScaling Up LLM Reviews for Google Ads Content Moderation

13 citations · 52 across the 48 of their papers we have counts for

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6 papers · 1 filter

cs.AI2026

JobBench: Aligning Agent Work With Human Will

Yuetai Li, Yichen Feng, Zhangchen Xu +21

Current benchmarks for occupational AI agents are scoped primarily by economic values, telling a replacement story. We introduce JobBench, which evaluates AI agents on the workflow…

cs.AI2026

vla-eval: A Unified Evaluation Harness for Vision-Language-Action Models

Suhwan Choi, Yunsung Lee, Yubeen Park +4

Vision-Language-Action (VLA) models are increasingly evaluated across multiple simulation benchmarks, yet adding each benchmark to an evaluation pipeline requires resolving incompa…

cs.AI2025

Agile Deliberation: Concept Deliberation for Subjective Visual Classification

Leijie Wang, Otilia Stretcu, Wei Qiao +7

From content moderation to content curation, applications requiring vision classifiers for visual concepts are rapidly expanding. Existing human-in-the-loop approaches typically as…

cs.AI2025

Spurious Rewards: Rethinking Training Signals in RLVR

Rulin Shao, Shuyue Stella Li, Rui Xin +11

We show that reinforcement learning with verifiable rewards (RLVR) can elicit strong mathematical reasoning in certain language models even with spurious rewards that have little,…

cs.AI2025

MMMG: a Comprehensive and Reliable Benchmark for Multitask Multimodal Generation

Jihan Yao, Yushi Hu, Yujie Yi +10

Automatically evaluating multimodal generation presents a significant challenge, as automated metrics often struggle to align with human evaluation, especially for complex tasks th…

cs.AI2023★ 3 cited

Improving Interpersonal Communication by Simulating Audiences with Language Models

Ryan Liu, Howard Yen, Raja Marjieh +2

How do we communicate with others to achieve our goals? We use our prior experience or advice from others, or construct a candidate utterance by predicting how it will be received.…