Form

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

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

30 shown of 436 papers with code (1,618 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.

• Free-Form Image Inpainting with Gated Convolution
  10 Jun 2018 30 repositories listed Syntology ran 1 of 7 samples · 6 unverified
  We present a generative image inpainting system to complete images with free-form mask and guidance.
• A Closed-form Solution to Photorealistic Image Stylization
  19 Feb 2018 12 repositories listed Syntology ran 10 of 16 samples · 6 unverified · 3 pointer-only (licence)
  Photorealistic image stylization concerns transferring style of a reference photo to a content photo with the constraint that the stylized photo should remain photorealistic.
• Closed-Form Factorization of Latent Semantics in GANs
  13 Jul 2020 11 repositories listed Syntology ran 7 of 14 samples · 7 unverified
  A rich set of interpretable dimensions has been shown to emerge in the latent space of the Generative Adversarial Networks (GANs) trained for synthesizing images.
• FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models
  2 Oct 2018 7 repositories listed Syntology ran 4 of 5 samples · 1 unverified
  The result is a continuous-time invertible generative model with unbiased density estimation and one-pass sampling, while allowing unrestricted neural network architectures.
• LayoutXLM: Multimodal Pre-training for Multilingual Visually-rich Document Understanding
  18 Apr 2021 6 repositories listed
  In this paper, we present LayoutXLM, a multimodal pre-trained model for multilingual document understanding, which aims to bridge the language barriers for visually-rich document understanding.
• Meta-learning with differentiable closed-form solvers
  21 May 2018 5 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  The main idea is to teach a deep network to use standard machine learning tools, such as ridge regression, as part of its own internal model, enabling it to quickly adapt to novel data.
• Language to Logical Form with Neural Attention
  6 Jan 2016 5 repositories listed Syntology ran 1 of 7 samples · 6 unverified · 1 pointer-only (licence)
  Semantic parsing aims at mapping natural language to machine interpretable meaning representations.
• FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation
  23 May 2023 4 repositories listed Syntology ran 10 of 15 samples · 5 unverified
  Evaluating the factuality of long-form text generated by large language models (LMs) is non-trivial because (1) generations often contain a mixture of supported and unsupported pieces of information, making binary…
• Location-Relative Attention Mechanisms For Robust Long-Form Speech Synthesis
  23 Oct 2019 4 repositories listed Syntology ran 3 of 3 samples · 0 unverified
  Despite the ability to produce human-level speech for in-domain text, attention-based end-to-end text-to-speech (TTS) systems suffer from text alignment failures that increase in frequency for out-of-domain text.
• SC-FEGAN: Face Editing Generative Adversarial Network with User's Sketch and Color
  18 Feb 2019 4 repositories listed
  We present a novel image editing system that generates images as the user provides free-form mask, sketch and color as an input.
• Long-form factuality in large language models
  27 Mar 2024 3 repositories listed Syntology ran 3 of 5 samples · 2 unverified · 4 pointer-only (licence)
  Empirically, we demonstrate that LLM agents can outperform crowdsourced human annotators - on a set of ~16k individual facts, SAFE agrees with crowdsourced human annotators 72% of the time, and on a random subset of 100…
• An Analysis of Linear Time Series Forecasting Models
  21 Mar 2024 3 repositories listed
  Despite their simplicity, linear models perform well at time series forecasting, even when pitted against deeper and more expensive models.
• Shifting Attention to Relevance: Towards the Predictive Uncertainty Quantification of Free-Form Large Language Models
  3 Jul 2023 3 repositories listed Syntology ran 2 of 2 samples · 0 unverified
  Large Language Models (LLMs) show promising results in language generation and instruction following but frequently "hallucinate", making their outputs less reliable.
• Adjusting Logit in Gaussian Form for Long-Tailed Visual Recognition
  18 May 2023 3 repositories listed
  That is, the embedding space of head classes severely compresses that of tail classes, which is not conducive to subsequent classifier learning.
• APOLLO: An Optimized Training Approach for Long-form Numerical Reasoning
  14 Dec 2022 3 repositories listed
  For the retriever, we adopt a number-aware negative sampling strategy to enable the retriever to be more discriminative on key numerical facts.
• MetaLogic: Logical Reasoning Explanations with Fine-Grained Structure
  22 Oct 2022 3 repositories listed
  To this end, we propose a comprehensive logical reasoning explanation form.
• Unsupervised Semantic Segmentation by Distilling Feature Correspondences
  16 Mar 2022 3 repositories listed Syntology ran 8 of 14 samples · 6 unverified
  Unsupervised semantic segmentation aims to discover and localize semantically meaningful categories within image corpora without any form of annotation.
• Visual FUDGE: Form Understanding via Dynamic Graph Editing
  17 May 2021 3 repositories listed
  FUDGE edits the graph structure by combining text segments (graph vertices) and pruning edges in an iterative fashion to obtain the final text entities and relationships.
• Deep Visual Template-Free Form Parsing
  5 Sep 2019 3 repositories listed
  Automatic, template-free extraction of information from form images is challenging due to the variety of form layouts.
• ELI5: Long Form Question Answering
  22 Jul 2019 3 repositories listed Syntology ran 4 of 11 samples · 7 unverified · 4 pointer-only (licence)
  We introduce the first large-scale corpus for long-form question answering, a task requiring elaborate and in-depth answers to open-ended questions.
• A Closed-form Solution to Universal Style Transfer
  3 Jun 2019 3 repositories listed
  Although plenty of methods have been proposed, a theoretical analysis of feature transform is still missing.
• FUNSD: A Dataset for Form Understanding in Noisy Scanned Documents
  27 May 2019 3 repositories listed
  We present a new dataset for form understanding in noisy scanned documents (FUNSD) that aims at extracting and structuring the textual content of forms.
• Adversarial Learning of a Sampler Based on an Unnormalized Distribution
  3 Jan 2019 3 repositories listed
  We investigate adversarial learning in the case when only an unnormalized form of the density can be accessed, rather than samples.
• emrQA: A Large Corpus for Question Answering on Electronic Medical Records
  3 Sep 2018 3 repositories listed
  We propose a novel methodology to generate domain-specific large-scale question answering (QA) datasets by re-purposing existing annotations for other NLP tasks.
• Latent Swap Joint Diffusion for 2D Long-Form Latent Generation
  7 Feb 2025 2 repositories listed
  To address this issue, we propose Self-Loop Latent Swap, a frame-level bidirectional swap applied to the overlapping region of adjacent views.
• Beyond Factual Accuracy: Evaluating Coverage of Diverse Factual Information in Long-form Text Generation
  7 Jan 2025 2 repositories listed
  This paper presents ICAT, an evaluation framework for measuring coverage of diverse factual information in long-form text generation.
• Unlocking Reasoning Potential in Large Langauge Models by Scaling Code-form Planning
  19 Sep 2024 2 repositories listed
  To train CodePlan, we construct a large-scale dataset of 2M examples that integrate code-form plans with standard prompt-response pairs from existing corpora.
• LongGenBench: Benchmarking Long-Form Generation in Long Context LLMs
  3 Sep 2024 2 repositories listed Syntology ran 8 of 8 samples · 0 unverified · 8 pointer-only (licence)
  Current benchmarks like Needle-in-a-Haystack (NIAH), Ruler, and Needlebench focus on models' ability to understand long-context input sequences but fail to capture a critical dimension: the generation of high-quality…
• Closed-Form Test Functions for Biophysical Sequence Optimization Algorithms
  28 Jun 2024 2 repositories listed Syntology ran 5 of 7 samples · 2 unverified
  There is a growing body of work seeking to replicate the success of machine learning (ML) on domains like computer vision (CV) and natural language processing (NLP) to applications involving biophysical data.
• XFormParser: A Simple and Effective Multimodal Multilingual Semi-structured Form Parser
  27 May 2024 2 repositories listed
  In the domain of Document AI, parsing semi-structured image form is a crucial Key Information Extraction (KIE) task.

Syntology lines on 14 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.