slot-filling

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 117 papers with code (359 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.

• A Persian Benchmark for Joint Intent Detection and Slot Filling
  1 Mar 2023 2 repositories listed
  To evaluate the effectiveness of our benchmark, we employ state-of-the-art methods for intent detection and slot filling.
• Call Larisa Ivanovna: Code-Switching Fools Multilingual NLU Models
  29 Sep 2021 2 repositories listed
  This is in line with the common understanding of how multilingual models conduct transferring between languages
• Slot Filling for Biomedical Information Extraction
  17 Sep 2021 2 repositories listed
  In this work we present a slot filling approach to the task of biomedical IE, effectively replacing the need for entity and relation-specific training data, allowing us to deal with zero-shot settings.
• Robust Retrieval Augmented Generation for Zero-shot Slot Filling
  31 Aug 2021 2 repositories listed Syntology ran 1 of 8 samples · 7 unverified
  Automatically inducing high quality knowledge graphs from a given collection of documents still remains a challenging problem in AI.
• Zero-shot Slot Filling with DPR and RAG
  17 Apr 2021 2 repositories listed
  Recently, there has been a promising direction in evaluating language models in the same way we would evaluate knowledge bases, and the task of slot filling is the most suitable to this intent.
• Extracting a Knowledge Base of COVID-19 Events from Social Media
  3 Jun 2020 2 repositories listed
  In this paper, we present a manually annotated corpus of 10, 000 tweets containing public reports of five COVID-19 events, including positive and negative tests, deaths, denied access to testing, claimed cures and…
• CM-Net: A Novel Collaborative Memory Network for Spoken Language Understanding
  16 Sep 2019 2 repositories listed
  Spoken Language Understanding (SLU) mainly involves two tasks, intent detection and slot filling, which are generally modeled jointly in existing works.
• A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding
  5 Sep 2019 2 repositories listed
  In our framework, we adopt a joint model with Stack-Propagation which can directly use the intent information as input for slot filling, thus to capture the intent semantic knowledge.
• A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling
  30 Jun 2019 2 repositories listed
  The joint model for the two tasks is becoming a tendency in SLU.
• Slot-Gated Modeling for Joint Slot Filling and Intent Prediction
  1 Jun 2018 2 repositories listed
  Attention-based recurrent neural network models for joint intent detection and slot filling have achieved the state-of-the-art performance, while they have independent attention weights.
• Position-aware Attention and Supervised Data Improve Slot Filling
  1 Sep 2017 2 repositories listed
  The combination of better supervised data and a more appropriate high-capacity model enables much better relation extraction performance.
• Zero-Shot Relation Extraction via Reading Comprehension
  13 Jun 2017 2 repositories listed
  We show that relation extraction can be reduced to answering simple reading comprehension questions, by associating one or more natural-language questions with each relation slot.
• Middle-Layer Representation Alignment for Cross-Lingual Transfer in Fine-Tuned LLMs
  20 Feb 2025 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  While large language models demonstrate remarkable capabilities at task-specific applications through fine-tuning, extending these benefits across diverse languages is essential for broad accessibility.
• Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal Bavarian Case Study
  7 Jan 2025 1 repository listed
  Reliable slot and intent detection (SID) is crucial in natural language understanding for applications like digital assistants.
• MIDAS: Multi-level Intent, Domain, And Slot Knowledge Distillation for Multi-turn NLU
  15 Aug 2024 1 repository listed
  This paper introduces a novel approach, MIDAS, leveraging a multi-level intent, domain, and slot knowledge distillation for multi-turn NLU.
• Speech-MASSIVE: A Multilingual Speech Dataset for SLU and Beyond
  7 Aug 2024 1 repository listed
  We present Speech-MASSIVE, a multilingual Spoken Language Understanding (SLU) dataset comprising the speech counterpart for a portion of the MASSIVE textual corpus.
• TransferTOD: A Generalizable Chinese Multi-Domain Task-Oriented Dialogue System with Transfer Capabilities
  31 Jul 2024 1 repository listed
  Task-oriented dialogue (TOD) systems aim to efficiently handle task-oriented conversations, including information collection.
• Simulating Task-Oriented Dialogues with State Transition Graphs and Large Language Models
  23 Apr 2024 1 repository listed
  In our experiments, using graph-guided response simulations leads to significant improvements in intent classification, slot filling and response relevance compared to naive single-prompt simulated conversations.
• New Semantic Task for the French Spoken Language Understanding MEDIA Benchmark
  28 Mar 2024 1 repository listed
  A combination ofmultiple datasets, including the MEDIA dataset, was suggested for training this joint model.
• ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler
  26 Mar 2024 1 repository listed
  State-of-the-art intent classification (IC) and slot filling (SF) methods often rely on data-intensive deep learning models, limiting their practicality for industry applications.
• Uni-MIS: United Multiple Intent Spoken Language Understanding via Multi-View Intent-Slot Interaction
  24 Mar 2024 1 repository listed
  In this work, we present a novel architecture by modeling the multi-intent SLU as a multi-view intent-slot interaction.
• Unsupervised Information Refinement Training of Large Language Models for Retrieval-Augmented Generation
  28 Feb 2024 1 repository listed Syntology ran 5 of 9 samples · 4 unverified · 9 pointer-only (licence)
  Retrieval-augmented generation (RAG) enhances large language models (LLMs) by incorporating additional information from retrieval.
• API-BLEND: A Comprehensive Corpora for Training and Benchmarking API LLMs
  23 Feb 2024 1 repository listed Syntology ran 5 of 7 samples · 2 unverified
  There is a growing need for Large Language Models (LLMs) to effectively use tools and external Application Programming Interfaces (APIs) to plan and complete tasks.
• Exploring the Robustness of Task-oriented Dialogue Systems for Colloquial German Varieties
  3 Feb 2024 1 repository listed
  Inspired by prior work on English varieties, we craft and manually evaluate perturbation rules that transform German sentences into colloquial forms and use them to synthesize test sets in four ToD datasets.
• JPIS: A Joint Model for Profile-based Intent Detection and Slot Filling with Slot-to-Intent Attention
  14 Dec 2023 1 repository listed
  JPIS incorporates the supporting profile information into its encoder and introduces a slot-to-intent attention mechanism to transfer slot information representations to intent detection.
• MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention
  10 Dec 2023 1 repository listed
  The research study of detecting multiple intents and filling slots is becoming more popular because of its relevance to complicated real-world situations.
• R³-NL2GQL: A Model Coordination and Knowledge Graph Alignment Approach for NL2GQL
  3 Nov 2023 1 repository listed
  While current tasks of converting natural language to SQL (NL2SQL) using Foundation Models have shown impressive achievements, adapting these approaches for converting natural language to Graph Query Language (NL2GQL)…
• Adaptive End-to-End Metric Learning for Zero-Shot Cross-Domain Slot Filling
  23 Oct 2023 1 repository listed
  In practice, these dominant pipeline models may be limited in computational efficiency and generalization capacity because of non-parallel inference and context-free discrete label embeddings.
• SALMONN: Towards Generic Hearing Abilities for Large Language Models
  20 Oct 2023 1 repository listed
  Hearing is arguably an essential ability of artificial intelligence (AI) agents in the physical world, which refers to the perception and understanding of general auditory information consisting of at least three types…
• Intent Detection and Slot Filling for Home Assistants: Dataset and Analysis for Bangla and Sylheti
  17 Oct 2023 1 repository listed
  As voice assistants cement their place in our technologically advanced society, there remains a need to cater to the diverse linguistic landscape, including colloquial forms of low-resource languages.

Syntology lines on 4 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.