Negation

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 173 papers with code (608 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Editing Models with Task Arithmetic
  8 Dec 2022 9 repositories listed Syntology ran 5 of 15 samples · 10 unverified · 4 pointer-only (licence)
  Changing how pre-trained models behave -- e.
• Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs
  22 Oct 2020 9 repositories listed Syntology ran 8 of 14 samples · 6 unverified · 1 pointer-only (licence)
  Logical operations are performed in the embedding space by neural operators over the probabilistic embeddings.
• QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering
  13 Apr 2021 6 repositories listed Syntology ran 1 of 25 samples · 24 unverified · 4 pointer-only (licence)
  The problem of answering questions using knowledge from pre-trained language models (LMs) and knowledge graphs (KGs) presents two challenges: given a QA context (question and answer choice), methods need to (i) identify…
• Logic Embeddings for Complex Query Answering
  28 Feb 2021 4 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Answering logical queries over incomplete knowledge bases is challenging because: 1) it calls for implicit link prediction, and 2) brute force answering of existential first-order logic queries is exponential in the…
• RaTEScore: A Metric for Radiology Report Generation
  24 Jun 2024 3 repositories listed
  This paper introduces a novel, entity-aware metric, termed as Radiological Report (Text) Evaluation (RaTEScore), to assess the quality of medical reports generated by AI models.
• Analogs of Linguistic Structure in Deep Representations
  25 Jul 2017 3 repositories listed
  We investigate the compositional structure of message vectors computed by a deep network trained on a communication game.
• Fast and accurate sentiment classification using an enhanced Naive Bayes model
  27 May 2013 3 repositories listed
  We have explored different methods of improving the accuracy of a Naive Bayes classifier for sentiment analysis.
• Reproducing NevIR: Negation in Neural Information Retrieval
  19 Feb 2025 2 repositories listed
  Our findings show that a recently emerging category-listwise Large Language Model (LLM) re-rankers-outperforms other models but still underperforms human performance.
• Ask Again, Then Fail: Large Language Models' Vacillations in Judgment
  3 Oct 2023 2 repositories listed
  We observe that current conversational language models often waver in their judgments when faced with follow-up questions, even if the original judgment was correct.
• Resolving Legalese: A Multilingual Exploration of Negation Scope Resolution in Legal Documents
  15 Sep 2023 2 repositories listed
  Resolving the scope of a negation within a sentence is a challenging NLP task.
• This is not correct! Negation-aware Evaluation of Language Generation Systems
  26 Jul 2023 2 repositories listed
  Based on this dataset, we fine-tuned a sentence transformer and an evaluation metric to improve their negation sensitivity.
• Composing Parameter-Efficient Modules with Arithmetic Operations
  26 Jun 2023 2 repositories listed Syntology ran 1 of 10 samples · 9 unverified · 4 pointer-only (licence)
  In this paper, we propose to compose these parameter-efficient modules through linear arithmetic operations in the weight space, thereby integrating different module capabilities.
• Multi-task Learning of Negation and Speculation for Targeted Sentiment Classification
  16 Oct 2020 2 repositories listed
  The majority of work in targeted sentiment analysis has concentrated on finding better methods to improve the overall results.
• SentiBERT: A Transferable Transformer-Based Architecture for Compositional Sentiment Semantics
  8 May 2020 2 repositories listed
  We propose SentiBERT, a variant of BERT that effectively captures compositional sentiment semantics.
• Negated and Misprimed Probes for Pretrained Language Models: Birds Can Talk, But Cannot Fly
  8 Nov 2019 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  We find that PLMs do not distinguish between negated ("Birds cannot [MASK]") and non-negated ("Birds can [MASK]") cloze questions.
• Explanation by Progressive Exaggeration
  1 Nov 2019 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  As machine learning methods see greater adoption and implementation in high stakes applications such as medical image diagnosis, the need for model interpretability and explanation has become more critical.
• What BERT is not: Lessons from a new suite of psycholinguistic diagnostics for language models
  31 Jul 2019 2 repositories listed Syntology ran 5 of 10 samples · 5 unverified · 1 pointer-only (licence)
  Pre-training by language modeling has become a popular and successful approach to NLP tasks, but we have yet to understand exactly what linguistic capacities these pre-training processes confer upon models.
• Evaluating Scoped Meaning Representations
  23 Feb 2018 2 repositories listed
  A pilot study is performed to automatically find changes in meaning by comparing meaning representations of translations.
• MazeBase: A Sandbox for Learning from Games
  23 Nov 2015 2 repositories listed
  This paper introduces MazeBase: an environment for simple 2D games, designed as a sandbox for machine learning approaches to reasoning and planning.
• Probing the Geometry of Truth: Consistency and Generalization of Truth Directions in LLMs Across Logical Transformations and Question Answering Tasks
  1 Jun 2025 1 repository listed Syntology ran 0 of 3 samples · 3 unverified
  Our findings reveal that not all LLMs exhibit consistent truth directions, with stronger representations observed in more capable models, particularly in the context of logical negation.
• CROC: Evaluating and Training T2I Metrics with Pseudo- and Human-Labeled Contrastive Robustness Checks
  16 May 2025 1 repository listed
  We address this gap and propose CROC: a scalable framework for automated Contrastive Robustness Checks that systematically probes and quantifies metric robustness by synthesizing contrastive test cases across a…
• FormalMATH: Benchmarking Formal Mathematical Reasoning of Large Language Models
  5 May 2025 1 repository listed Syntology ran 0 of 8 samples · 8 unverified
  Formal mathematical reasoning remains a critical challenge for artificial intelligence, hindered by limitations of existing benchmarks in scope and scale.
• negativas: a prototype for searching and classifying sentential negation in speech data
  5 Apr 2025 1 repository listed
  NEG1 accounted for 91.
• Efficient Model Editing with Task-Localized Sparse Fine-tuning
  3 Apr 2025 1 repository listed
  However, existing methods rely on network linearization to derive task vectors, leading to computational bottlenecks during training and inference.
• Is CLIP ideal? No. Can we fix it? Yes!
  10 Mar 2025 1 repository listed
  Contrastive Language-Image Pre-Training (CLIP) is a popular method for learning multimodal latent spaces with well-organized semantics.
• Efficient Model Editing with Task Vector Bases: A Theoretical Framework and Scalable Approach
  3 Feb 2025 1 repository listed Syntology ran 1 of 4 samples · 3 unverified
  Task vectors, which are derived from the difference between pre-trained and fine-tuned model weights, enable flexible task adaptation and model merging through arithmetic operations such as addition and negation.
• Solving Zero-Shot 3D Visual Grounding as Constraint Satisfaction Problems
  21 Nov 2024 1 repository listed
  3D visual grounding (3DVG) aims to locate objects in a 3D scene with natural language descriptions.
• Controlling Language and Diffusion Models by Transporting Activations
  30 Oct 2024 1 repository listed
  To address these issues, recent works have proposed to control model generation by steering model activations in order to effectively induce or prevent the emergence of concepts or behaviors in the generated output.
• Automatically Generating Visual Hallucination Test Cases for Multimodal Large Language Models
  15 Oct 2024 1 repository listed
  Our theoretical analysis shows that symmetric accuracy is an unbiased evaluation metric that remains unaffected by the imbalance of VH testing cases with varying answers when an MLLM is randomly guessing the answers,…
• NegMerge: Consensual Weight Negation for Strong Machine Unlearning
  8 Oct 2024 1 repository listed Syntology ran 3 of 6 samples · 3 unverified · 6 pointer-only (licence)
  Current methods, such as task arithmetic, rely on fine-tuning models on the forget set, generating a task vector, and subtracting it from the original model.

Syntology lines on 12 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.