Automated essay scoring
PulseAugur coverage of Automated essay scoring — every cluster mentioning Automated essay scoring across labs, papers, and developer communities, ranked by signal.
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New method reduces bias in automated essay scoring for ESL learners
A new research paper proposes a method called Contrastive Learning with Matched Essay Pairs (CL-MEP) to reduce bias in automated essay scoring systems for English as a Second Language (ESL) learners. This approach aims …
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AI essay scoring gets structured frameworks for validity and cost
Two new research papers propose structured frameworks for improving automated essay scoring (AES) using AI. The first paper introduces Evidence-Centered Design (ECD) to guide prompt engineering for large language models…
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LLMs show demographic bias in student assessment, study finds
A new study published on arXiv explores how large language models (LLMs) used in student assessment are influenced by demographic signals. Researchers found that LLMs can alter their scoring, feedback, and answers based…
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New framework evaluates dependability in AI-powered essay scoring
Researchers have introduced a new conditional generalizability framework to evaluate the dependability of automated essay scoring systems. This framework treats encoder architectures and scoring-head families as a unive…
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New framework evaluates AI scoring dependability across diverse conditions
A new conditional generalizability framework has been introduced to evaluate the dependability of automated scoring systems, particularly in contexts like automated essay scoring. This framework treats different encoder…
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LLMs encode essay quality representations linearly, study finds
Researchers have investigated how large language models (LLMs) represent essay quality internally, finding that this information is encoded in a linearly accessible form within the models' representations. This informat…
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Sequential fine-tuning boosts LLaMA for essay scoring
Researchers have developed a sequential fine-tuning method for LLaMA-3.1-8B that significantly improves automated essay scoring (AES) by considering the interdependent nature of discourse elements. This approach, which …
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New framework enhances automated essay scoring for French language tests
Researchers have developed an enhanced argument-based validation (ABV) framework for automated essay scoring (AES) systems, focusing on French language tests. This improved framework includes fairness analysis, linguist…
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LLMs Show Mixed Results in Automated Essay Scoring
Two new research papers explore the effectiveness of large language models (LLMs) in automated essay scoring (AES). The first paper synthesizes 65 studies, finding that LLM-human agreement in essay scoring is highly con…