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FuxiaoLiu avatar

FuxiaoLiu/LRV-Instruction

0
View on GitHub↗
297 stars·16 forks·Python·BSD-3-Clause·10 viewsfuxiaoliu.github.io/LRV↗

LRV Instruction

[ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning

Features

  • Hallucination Mitigation - Robust instruction tuning to mitigate model hallucinations.
  • Mitigation Methods - Robust instruction tuning to mitigate multimodal hallucinations.
  • Multimodal Benchmarks - Benchmark for evaluating hallucination and instruction following.
  • Multimodal Learning - Mitigates hallucinations in multimodal models via robust tuning.
  • Pre-training Datasets - Robust instruction tuning to mitigate model hallucinations.

Star history

Star history chart for fuxiaoliu/lrv-instructionStar history chart for fuxiaoliu/lrv-instruction

How this analysis was created: This summary and feature list are AI-generated from collected project material and can contain mistakes. Stars, license and language are imported from GitHub. Inclusion does not mean that we have tested or audited this project. Check the source documentation for any feature you depend on. Learn more on our About page.

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Projects sharing features with LRV Instruction

These projects share indexed features with LRV Instruction. Shared tags can include platform or build tooling; verify the primary use case before treating a result as a replacement.
  • 1zhou-wang/memvr1zhou-Wang avatar

    1zhou-Wang/MemVR

    173View on GitHub↗

    ICML 2025 Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models'.

    Python
    View on GitHub↗173
  • billchan226/halcBillChan226 avatar

    BillChan226/HALC

    114View on GitHub↗

    ICML 2024 Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"

    Pythonhallucinationslarge-language-modelslvlms
    View on GitHub↗114
  • anonymousanoy/foheAnonymousanoy avatar

    Anonymousanoy/FOHE

    11View on GitHub↗

    In Stage 1, the Keyword Extraction Prompt instructs ChatGPT to generate verbs, nouns, and adjectives (highlighted in brown) from the original caption. In Stage 2, the Caption Generation Prompt guides ChatGPT to generate a rewritten caption. By iteratively applying this prompt, multiple rewritten…

    Python
    View on GitHub↗11
  • bradyfu/woodpeckerBradyFU avatar

    BradyFU/Woodpecker

    650View on GitHub↗

    ✨✨Woodpecker: Hallucination Correction for Multimodal Large Language Models

    Python
    View on GitHub↗650
Compare all 30 related projects→

Frequently asked questions

What does fuxiaoliu/lrv-instruction do?

[ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning

What are the main features of fuxiaoliu/lrv-instruction?

The main features of fuxiaoliu/lrv-instruction are: Hallucination Mitigation, Mitigation Methods, Multimodal Benchmarks, Multimodal Learning, Pre-training Datasets.

Which projects share features with fuxiaoliu/lrv-instruction?

Projects with overlapping indexed features include: billchan226/halc — [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding". damo-nlp-sg/vcd — [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive… anonymousanoy/fohe — In Stage 1, the Keyword Extraction Prompt instructs ChatGPT to generate verbs, nouns, and adjectives (highlighted in… 1zhou-wang/memvr — [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for… bradyfu/woodpecker — ✨✨Woodpecker: Hallucination Correction for Multimodal Large Language Models. hyperwjf/logiccheckgpt — [ACL 2024] Logical Closed Loop: Uncovering Object Hallucinations in Large Vision-Language Models. Detect and mitigate…