#langbridge
Second leg of the journey along the #redsquirreltrail. From #langbridge (where we had lunch at #pedallerscafe) to #newportisleofwight Distance from #lake to #newport is 10 miles! Unfortunately the #Rascal mobility scooter ran out of power when we returned to #sandown
@visitisleofwight.bsky.social
October 22, 2025 at 3:16 PM Everybody can reply
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💬 "Two men look out through the same bars: one sees the mud, and one the stars." — Frederick Langbridge
👉 It's not what you see, it's how you see.
#Perspective #PositiveVibes #Attitude
July 7, 2025 at 9:56 PM Everybody can reply
Jiaqi Liao, Yuwei Niu, Fanqing Meng, Hao Li, Changyao Tian, Yinuo Du, Yuwen Xiong, Dianqi Li, Xizhou Zhu, Li Yuan, Jifeng Dai, Yu Cheng
LangBridge: Interpreting Image as a Combination of Language Embeddings
https://arxiv.org/abs/2503.19404
March 26, 2025 at 9:14 AM Everybody can reply
[2025-03-26] 📚 Updates in #MLLM

(1) <a href="https://researchtrend.ai/papers/2503.19404" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link" target="_blank" rel="noopener" data-link="bsky">LangBridge: Interpreting Image as a Combination of Language Embeddings
(2) LangBridge: Interpreting Image as a Combination of Language Embeddings

🔍 More at researchtrend.ai/communities/MLLM
March 26, 2025 at 6:20 AM Everybody can reply
LangBridge: Interpreting Image as a Combination of Language Embeddings

Proposes an adapter that explicitly maps visual features to linear combinations of LLM vocabulary embeddings, enabling pretraining-free adapter transfer across different LLMs.

📝 arxiv.org/abs/2503.19404
LangBridge: Interpreting Image as a Combination of Language Embeddings
Recent years have witnessed remarkable advances in Large Vision-Language Models (LVLMs), which have achieved human-level performance across various complex vision-language tasks. Following LLaVA's par...
arxiv.org
March 26, 2025 at 6:10 AM Everybody can reply
performance. Overall, LangBridge enables interpretable vision-language alignment by grounding visual representations in LLM vocab embedding, while its plug-and-play design ensures efficient reuse across multiple LLMs with nearly no performance [7/8 of https://arxiv.org/abs/2503.19404v1]
March 26, 2025 at 6:01 AM Everybody can reply
across different LLMs while maintaining performance. Our experimental results demonstrate that a LangBridge adapter pre-trained on Qwen2-0.5B can be directly applied to larger models such as LLaMA3-8B or Qwen2.5-14B while maintaining competitive [6/8 of https://arxiv.org/abs/2503.19404v1]
March 26, 2025 at 6:01 AM Everybody can reply
text embeddings progressively. Based on this insight, we propose LangBridge, a novel adapter that explicitly maps visual tokens to linear combinations of LLM vocabulary embeddings. This innovative design enables pretraining-free adapter transfer [5/8 of https://arxiv.org/abs/2503.19404v1]
March 26, 2025 at 6:01 AM Everybody can reply
Liao, Niu, Meng, Li, Tian, Du, Xiong, Li, Zhu, Yuan, Dai, Cheng: LangBridge: Interpreting Image as a Combination of Language Embeddings https://arxiv.org/abs/2503.19404 https://arxiv.org/pdf/2503.19404 https://arxiv.org/html/2503.19404
March 26, 2025 at 6:01 AM Everybody can reply
1 quotes
"It is not by great acts, but by small failures, that freedom dies. The sense of justice dies slowly in a people. Justice and liberty die quietly, because men learn to ignore injustice and then no longer recognize it." - Charles Langbridge Morgan, British playwright, b. 1894, Bromley, England
January 22, 2025 at 2:45 PM Everybody can reply
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Two men look out through the same bars: One sees the mud and one the stars. -Frederick Langbridge #book
December 8, 2024 at 1:43 PM Everybody can reply
2 likes
Dongkeun Yoon, Joel Jang, Sungdong Kim, Seungone Kim, Sheikh Shafayat, Minjoon Seo
LangBridge: Multilingual Reasoning Without Multilingual Supervision
https://arxiv.org/abs/2401.10695
June 4, 2024 at 8:01 PM Everybody can reply
Dongkeun Yoon, Joel Jang, Sungdong Kim, Seungone Kim, Sheikh Shafayat, Minjoon Seo
LangBridge: Multilingual Reasoning Without Multilingual Supervision. (arXiv:2401.10695v1 [cs.CL])
http://arxiv.org/abs/2401.10695
January 22, 2024 at 3:05 AM Everybody can reply
😷😷😷😷
Corporate Manager, 'Mr Langbridge acknowledged #COVID_19 cases linked to #abattoirs in regional Victoria had not helped the vacancy situation at Teys Australia'
and maybe the pay rate and conditions are poor also

...
December 7, 2024 at 10:19 AM Everybody can reply
RT @PosPositive: Two men look out the same prison bars; one sees mud and the other stars. - Frederick Langbridge #perspective
November 11, 2024 at 5:40 PM Everybody can reply