Papers by Angelina Wang

3 papers
SCENEBench: An Audio Understanding Benchmark Grounded in Assistive and Industrial Use Cases (2026.eacl-long)

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Challenge: Existing models that measure audio comprehension beyond automatic speech recognition lack performance and latency.
Approach: They propose a benchmark suite that measures audio comprehension beyond automatic speech recognition . the benchmark suite includes a small human-recorded evaluation split per category .
Outcome: The proposed suite measures audio comprehension beyond speech recognition . it includes a small human-recorded evaluation split per category .
GEMv2: Multilingual NLG Benchmarking in a Single Line of Code (2022.emnlp-demos)

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Challenge: Evaluations in machine learning rarely use the latest metrics, datasets, or human evaluation in favor of remaining compatible with prior work.
Approach: They propose to use the Generation, Evaluation, and Metrics Benchmark to integrate new evaluation methods into existing evaluations.
Outcome: The proposed evaluation infrastructure bridges the gap between the advantages of leaderboards and in-depth and evolving evaluations by allowing model developers to benefit from each other's work.
Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs (2025.acl-long)

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Challenge: Algorithmic fairness has traditionally adopted the mathematically convenient perspective of racial color-blindness.
Approach: They propose a benchmark suite of eight different scenarios to assess group difference awareness.
Outcome: The proposed model demonstrates that group difference awareness is a distinct dimension to fairness where existing bias mitigation strategies may backfire.

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