Papers with ETR
Facilitating Cognitive Accessibility with LLMs: A Multi-Task Approach to Easy-to-Read Text Generation (2025.emnlp-main)
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| Challenge: | Existing approaches to make complex texts more accessible for people with cognitive impairments are time-consuming and resource-intensive. |
| Approach: | They propose a multi-task learning approach that trains models jointly on text summarization, text simplification, and ETR generation. |
| Outcome: | The proposed approach outperforms other approaches in in-domain settings while achieving better generalization in out-of-domain scenarios. |
ETR: Entropy Trend Reward for Efficient Chain-of-Thought Reasoning (2026.acl-long)
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| Challenge: | Existing methods to shorten CoTs use length penalties or global entropy reduction . Existing approaches to CoT reasoning have significant practical drawbacks . |
| Approach: | They propose a method that shortens CoTs by length penalties or global entropy reduction . they integrate ETR into Group Relative Policy Optimization and evaluate it . |
| Outcome: | The proposed objective improves accuracy–efficiency trade-off by +9.9% while reducing CoT length by 67% across four benchmarks. |
ETRQA: A Comprehensive Benchmark for Evaluating Event Temporal Reasoning Abilities of Large Language Models (2025.findings-acl)
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| Challenge: | Event temporal reasoning (ETR) is a significant indicator that a large language model understands the physical world. |
| Approach: | They propose a unified taxonomy for event temporal questions and construct a benchmark based on this taxonomies. |
| Outcome: | The proposed taxonomy inherits and expands existing datasets and contains multiple categories of compound questions. |