UniResearch Community | Dennis Campbell | Activity https://community.uniresearch.ai/members/denniscampbell/activity/ Activity feed for Dennis Campbell. Fri, 11 Sep 2026 11:08:05 +0800 https://buddypress.org/?v=3.4.4 en-US 30 hourly 2 e76ae1331dc540e7d7dca41aac84afe5 Dennis Campbell posted a new activity comment https://community.uniresearch.ai/news-feed/p/1019/#acomment-1033 Wed, 09 Sep 2026 13:48:16 +0800 Do not only rely on reference lists from a small handful of high‑profile papers.

In reply to - Ping Zheng posted an update

Method Help

Citation bias means certain papers get over‑cited while equally valuable works get overlooked. What practical steps can you take to reduce citation bias when you build […]

]]> 1358959d1d0dfa76a27bd4f069cced43 Dennis Campbell posted a new activity comment https://community.uniresearch.ai/news-feed/p/930/#acomment-947 Mon, 07 Sep 2026 08:25:44 +0800 I only cite conference abstracts when there is no full‑text published alternative.

In reply to - Chao Guo posted an update

Paper Discussion

Conference abstracts contain preliminary findings that have not gone through full peer review. Some researchers cite them while others believe they should be […]

]]> e347c49d33ffcf9f7dabce0989a0f73f Dennis Campbell posted a new activity comment https://community.uniresearch.ai/news-feed/p/832/#acomment-853 Wed, 02 Sep 2026 09:48:15 +0800 Don’t get trapped digging into marginally‑related literature.

In reply to - Min Pan posted an update Full‑text reading for every paper is impossible when writing a thesis. Learn to skim abstracts, conclusions and key figures first, then dive into full‑text for high‑relevance resources. ]]> 848e797f6abde168c0cd2ead2dd5c06b Dennis Campbell posted a new activity comment https://community.uniresearch.ai/news-feed/p/681/#acomment-700 Fri, 28 Aug 2026 07:12:17 +0800 Always separate your exploratory dataset from your hold‑out test set to avoid circular reasoning.

In reply to - Lihua Su posted an update Hypothesis‑driven work is highly valued, but open‑ended exploratory work can also spark major breakthroughs. How do you balance exploratory data work and formal hypothesis testing […] ]]> 01d0c214117fc37e5f76d2e78e7bd375 Dennis Campbell posted an update: Projects easily expand beyond original boundaries. New […] https://community.uniresearch.ai/news-feed/p/652/ Thu, 27 Aug 2026 02:36:14 +0800 Projects easily expand beyond original boundaries. New ideas keep appearing, and before you know it you cannot finish within your planned timeline. What practices help you contain project scope?

]]> 4 9cc6a7e2be4e46bb1c5f754adaaf9ed5 Dennis Campbell posted a new activity comment https://community.uniresearch.ai/news-feed/p/633/#acomment-645 Wed, 26 Aug 2026 12:24:05 +0800 Write down questions that pop up during reading; many of those turn into future project ideas.

In reply to - Min Pan posted an update Bad note‑taking habits mean you forget key insights weeks after reading a paper. What note‑taking frameworks work best for processing academic literature? ]]> 4be07729277afb894cc2bb2c0f2dd6bf Dennis Campbell posted a new activity comment https://community.uniresearch.ai/news-feed/p/419/#acomment-483 Thu, 20 Aug 2026 17:13:46 +0800 Weak supervision and multilingual transfer learning look promising, but performance variance across different language families remains huge.

In reply to - Edward Harris posted an update Most cutting‑edge NLP models are built for high‑resource languages. Even with translation‑based approaches, subtle cultural and linguistic nuance gets lost. What promising […] ]]>