mlsanityData to 7 Oct 2026

KNOWCOMP POKEMON Team at DialAM-2024: A Two-Stage Pipeline for Detecting Relations in Dialogical Argument Mining

arXiv 2407.19740 ↗First posted 29 Jul 2024cs.CL cs.AIcited by 2

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Abstract (arXiv)

Dialogical Argument Mining(DialAM) is an important branch of Argument Mining(AM). DialAM-2024 is a shared task focusing on dialogical argument mining, which requires us to identify argumentative relations and illocutionary relations among proposition nodes and locution nodes. To accomplish this, we propose a two-stage pipeline, which includes the Two-Step S-Node Prediction Model in Stage 1 and the YA-Node Prediction Model in Stage 2. We also augment the training data in both stages and introduce context in Stage 2. We successfully completed the task and achieved good results. Our team Pokemon ranked 1st in the ARI Focused score and 4th in the Global Focused score.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 18 of its 32 references that are in the map. First posted on arXiv 29 Jul 2024.

Builds on

18 of 32 references.

References · 18

  1. 2019RoBERTa: A Robustly Optimized BERT Pretraining Approachcited by 13,266
  2. 2023Llama 2: Open Foundation and Fine-Tuned Chat Modelscited by 12,865
  3. 2021DeBERTaV3: Improving DeBERTa using ELECTRA-Style Pre-Training with Gradient-Disentangled Embedding Sharingcited by 1,219
  4. 2016A Decomposable Attention Model for Natural Language Inferencecited by 214
  5. 2016Argumentation Mining in User-Generated Web Discoursecited by 69
  6. 2023KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination Detectioncited by 43
  7. 2023COLA: Contextualized Commonsense Causal Reasoning from the Causal Inference Perspectivecited by 22
  8. 2023AbsPyramid: Benchmarking the Abstraction Ability of Language Models with a Unified Entailment Graphcited by 17
  9. 2024AbsInstruct: Eliciting Abstraction Ability from LLMs through Explanation Tuning with Plausibility Estimationcited by 14
  10. 2022ImageArg: A Multi-modal Tweet Dataset for Image Persuasiveness Miningcited by 12
  11. 2023Getting Sick After Seeing a Doctor? Diagnosing and Mitigating Knowledge Conflicts in Event Temporal Reasoningcited by 12
  12. 2022SubeventWriter: Iterative Sub-event Sequence Generation with Coherence Controllercited by 10
6 more
  1. 2024ConstraintChecker: A Plugin for Large Language Models to Reason on Commonsense Knowledge Basescited by 6
  2. 2024VCD: A Dataset for Visual Commonsense Discovery in Imagescited by 5
  3. 2023Commonsense Knowledge Graph Completion Via Contrastive Pretraining and Node Clusteringcited by 4
  4. 2023Gold: A Global and Local-aware Denoising Framework for Commonsense Knowledge Graph Noise Detectioncited by 4
  5. 2023TILFA: A Unified Framework for Text, Image, and Layout Fusion in Argument Miningcited by 3
  6. 2023Chain-of-Choice Hierarchical Policy Learning for Conversational Recommendationcited by 2

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 1; 2025: 0; 2026: 1.

2 papers.

  1. 2024CodeGraph: Enhancing Graph Reasoning of LLMs with Codecited by 6
  2. 2026Designing and Analysing Argument Mining Pipelines: Towards a Comprehensive Assessmentcited by 0