20 related articles

A systematic guide to top NLP conferences including ACL, EMNLP, NAACL, NeurIPS, ICML, and ICLR — covering ratings, submission timelines, and strategies for choosing the right venue.

A complete path from zero to research internship for ML beginners, covering essential classic papers (AlexNet, ResNet, Transformer), paper reading methods, reproduction tips, and practical advice for research internship applications.

How to handle EMNLP paper rejection? This article analyzes NLP top conference competition, peer review controversies, and provides practical strategies including review interpretation, resubmission tips, and mindset adjustment.

EMNLP 2026 acceptance notifications are imminent. This article analyzes the NLP top conference peer review process, research trend shifts in the LLM era, and offers practical advice for researchers.

Selected Short on the ARR Author Form but submitted a Long paper? Learn how ARR's two-form system works, why paper-level metadata is authoritative, and how to fix the error.

In-depth analysis of EMNLP Findings acceptance probability, interpreting ARR review scores of 4/4/2 with meta-score 3, rebuttal strategies, and submission advice for NLP researchers.

A deep dive into how EMNLP and the ARR rolling review mechanism work, covering timeline planning, score interpretation, Rebuttal strategies, and practical advice for NLP researchers.

When ARR and EMNLP submission posts dominate 90% of community content, technical discussion suffers. Analysis of SNR decline in NLP communities and governance solutions.

A detailed guide on filling out the EMNLP ARR commitment form: updating abstracts, writing Response to Metareview, syncing TL;DR, and key practical tips.

Analysis of borderline 3.0 scores in ARR review system: confidence weighting, meta-review mechanisms, and Findings acceptance chances for NLP researchers.

EMNLP 2026 introduces AI-generated reviews in ACL Rolling Review, exploring LLM-assisted academic peer review. Analysis of the experiment's background, core content, controversies, and implications.

EMNLP 2026 introduces AI-generated reviews in ACL Rolling Review, exploring LLM-assisted academic peer review. Analysis of the experiment's background, mechanics, controversies, and implications.

A comprehensive guide to preparing for NLP Research Scientist Intern roles, covering evaluation criteria, foundational knowledge, paper reading strategies, hands-on skills, and common pitfalls.

A detailed breakdown of EMNLP/ACL review dimensions—Overall, Soundness, Excitement, Reproducibility—with an objective assessment of acceptance odds at 2.5 Overall, plus Rebuttal strategy and Findings advice.

Got a mediocre ACL ARR score but can't get into the main conference? This article breaks down the Rolling Review mechanism, analyzes the pros and cons of withdrawing to submit to the BlackboxNLP workshop, and offers actionable strategies for new PhD students.

Why doesn't the ML community cap submission counts? This deep dive explores the cultural roots, career pressures, and authorship complexities behind the peer review quality crisis, and examines viable solutions like quotas and mandatory reviewing.

A Reddit post exposes ARR review misconduct: a reviewer scored 1 for not comparing against a model released after the submission deadline. This article analyzes structural problems in AI academic peer review and proposes reform directions.

How to commit March ARR reviews to EMNLP while handling a May rebuttal, find missing justification fields in OpenReview, and avoid dual submission issues.

COLM (Conference on Language Modeling) is the premier vertical venue dedicated to LLM research. This deep dive covers COLM's positioning, academic ecosystem, and what it reveals about AI research trends.

Deep dive into LlamaFactory, an open-source unified fine-tuning framework supporting 100+ LLMs and VLMs with LoRA, QLoRA, RLHF methods, Web UI, 71K+ GitHub Stars, accepted at ACL 2024.