{"total":26,"rows":[{"id":"2203.14680","title":"Transformer Feed-Forward Layers Build Predictions by Promoting Concepts in the Vocabulary Space","created":"2022-03-28","cited_by_count":532,"area":null},{"id":"2403.02181","title":"Not All Layers of LLMs Are Necessary During Inference","created":"2024-03-04","cited_by_count":96,"area":null},{"id":"2110.07038","title":"Towards Efficient NLP: A Standard Evaluation and A Strong Baseline","created":"2021-10-13","cited_by_count":44,"area":null},{"id":"2210.05528","title":"Model Cascading: Towards Jointly Improving Efficiency and Accuracy of NLP Systems","created":"2022-10-11","cited_by_count":44,"area":null},{"id":"2202.07101","title":"A Survey on Dynamic Neural Networks for Natural Language Processing","created":"2022-02-15","cited_by_count":24,"area":null},{"id":"2305.01812","title":"Post-Abstention: Towards Reliably Re-Attempting the Abstained Instances in QA","created":"2023-05-02","cited_by_count":20,"area":null},{"id":"2402.04513","title":"Online Cascade Learning for Efficient Inference over Streams","created":"2024-02-07","cited_by_count":20,"area":null},{"id":"2305.11170","title":"Efficient Prompting via Dynamic In-Context Learning","created":"2023-05-18","cited_by_count":18,"area":null},{"id":"2407.02348","title":"Agreement-Based Cascading for Efficient Inference","created":"2024-07-02","cited_by_count":16,"area":null},{"id":"2204.06271","title":"TangoBERT: Reducing Inference Cost by using Cascaded Architecture","created":"2022-04-13","cited_by_count":13,"area":null},{"id":"2301.13310","title":"Alternating Updates for Efficient Transformers","created":"2023-01-30","cited_by_count":13,"area":null},{"id":"2205.11747","title":"BabyBear: Cheap inference triage for expensive language models","created":"2022-05-24","cited_by_count":10,"area":null},{"id":"2401.09964","title":"When Neural Code Completion Models Size up the Situation: Attaining Cheaper and Faster Completion through Dynamic Model Inference","created":"2024-01-18","cited_by_count":10,"area":null},{"id":"2404.01041","title":"Can LLMs get help from other LLMs without revealing private information?","created":"2024-04-01","cited_by_count":9,"area":null},{"id":"2305.12449","title":"Communication Efficient Federated Learning for Multilingual Neural Machine Translation with Adapter","created":"2023-05-21","cited_by_count":8,"area":null},{"id":"2503.08524","title":"Position-Aware Depth Decay Decoding ($D^3$): Boosting Large Language Model Inference Efficiency","created":"2025-03-11","cited_by_count":2,"area":null},{"id":"2305.05079","title":"A Unified Evaluation Framework for Novelty Detection and Accommodation in NLP with an Instantiation in Authorship Attribution","created":"2023-05-08","cited_by_count":1,"area":null},{"id":"2510.27017","title":"Kad: A Framework for Proxy-based Test-time Alignment with Knapsack Approximation Deferral","created":"2025-10-30","cited_by_count":1,"area":null},{"id":"2307.11316","title":"Making Pre-trained Language Models both Task-solvers and Self-calibrators","created":"2023-07-21","cited_by_count":0,"area":null},{"id":"2308.00108","title":"DPBERT: Efficient Inference for BERT based on Dynamic Planning","created":"2023-07-26","cited_by_count":0,"area":null},{"id":"2402.15991","title":"$C^3$: Confidence Calibration Model Cascade for Inference-Efficient Cross-Lingual Natural Language Understanding","created":"2024-02-25","cited_by_count":0,"area":null},{"id":"2410.12513","title":"FiRST: Finetuning Router-Selective Transformers for Input-Adaptive Latency Reduction","created":"2024-10-16","cited_by_count":0,"area":null},{"id":"2605.17288","title":"When Efficiency Backfires: Cascading LLMs Trigger Cascade Failure under Adversarial Attack","created":"2026-05-17","cited_by_count":0,"area":null},{"id":"2605.17499","title":"t-gems: text-guided exit modules for decreasing clip image encoder","created":"2026-05-17","cited_by_count":0,"area":null},{"id":"2606.25871","title":"AutoRelAnnotator: Calibrated Model Cascades for Cost-Efficient Relevance Evaluation in Sponsored Search","created":"2026-06-24","cited_by_count":0,"area":null},{"id":"2608.19003","title":"Structure, Association, and Decision Value: Representation-Based Difficulty Estimation for Adaptive Inference in African-Language NLI","created":"2026-08-19","cited_by_count":0,"area":null}],"next_cursor":null}