Principles, Taxonomy, Challenges, and Open Questions

Principles, Taxonomy, Challenges, and Open Questions
[Submitted on 9 Nov 2023 (v1), last revised 19 Nov 2024 (this version, v2)] Authors:Lei Huang, Weijiang Yu, Weitao Ma, ...
Read more

[2406.04625] Key-Element-Informed sLLM Tuning for Document Summarization

Principles, Taxonomy, Challenges, and Open Questions
[Submitted on 7 Jun 2024 (v1), last revised 19 Nov 2024 (this version, v3)] View a PDF of the paper ...
Read more

Conformal Uncertainty in Large Language Models with Correctness Coverage Guarantees

Principles, Taxonomy, Challenges, and Open Questions
[Submitted on 29 Jun 2024 (v1), last revised 18 Nov 2024 (this version, v3)] View a PDF of the paper ...
Read more

Certainty Represented Knowledge Flow for Refusal-Aware Instruction Tuning

Principles, Taxonomy, Challenges, and Open Questions
[Submitted on 9 Oct 2024 (v1), last revised 18 Nov 2024 (this version, v2)] View a PDF of the paper ...
Read more

[2405.01483] MANTIS: Interleaved Multi-Image Instruction Tuning

Principles, Taxonomy, Challenges, and Open Questions
[Submitted on 2 May 2024 (v1), last revised 15 Nov 2024 (this version, v3)] View a PDF of the paper ...
Read more

A Head-Level KV Cache Compression Method with Integrated Retrieval and Reasoning

Principles, Taxonomy, Challenges, and Open Questions
[Submitted on 25 Oct 2024 (v1), last revised 14 Nov 2024 (this version, v3)] View a PDF of the paper ...
Read more

Multi-Agent LLM Defense against Jailbreak Attacks

Principles, Taxonomy, Challenges, and Open Questions
[Submitted on 2 Mar 2024 (v1), last revised 14 Nov 2024 (this version, v2)] View a PDF of the paper ...
Read more

[2407.15339] Deep Learning for Economists

Principles, Taxonomy, Challenges, and Open Questions
[Submitted on 22 Jul 2024 (v1), last revised 13 Nov 2024 (this version, v3)] View a PDF of the paper ...
Read more

[2411.07820] Query Optimization for Parametric Knowledge Refinement in Retrieval-Augmented Large Language Models

Principles, Taxonomy, Challenges, and Open Questions
[Submitted on 12 Nov 2024 (v1), last revised 13 Nov 2024 (this version, v2)] View a PDF of the paper ...
Read more

[2405.00722] LLMs for Generating and Evaluating Counterfactuals: A Comprehensive Study

Principles, Taxonomy, Challenges, and Open Questions
[Submitted on 26 Apr 2024 (v1), last revised 12 Nov 2024 (this version, v2)] View a PDF of the paper ...
Read more
1236 Next