Browse State-of-the-Art › Blocking
Blocking
129 papers with code · 5 benchmarks · 3 datasets archive 2025-07-28
Entity resolution (also known as entity matching, record linkage, or duplicate detection) is the task of finding records that refer to the same real-world entity across different data sources (e.g., data files, books, websites, and databases). (Source: Wikipedia)
Blocking is a crucial step in any entity resolution pipeline because a pair-wise comparison of all records across two data sources is infeasible. Blocking applies a computationally cheap method to generate a smaller set of candidate record pairs reducing the workload of the matcher. During matching a more expensive pair-wise matcher generates a final set of matching record pairs.
Survey on blocking:
Description from the archive archive 2025-07-28.
Benchmarks archive 2025-07-28
5 leaderboard tables shown for this task, 5 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.
| Dataset | Best model (first row in archive order) | Paper | Code | Syntology | Compare |
|---|---|---|---|---|---|
| Abt-Buy (6 rows) | Sudowoodo | Sudowoodo: Contrastive Self-supervised Learning for Multi-purpose... | code | — | Compare |
| Amazon-Google (6 rows) | SC-Block | SC-Block: Supervised Contrastive Blocking within Entity Resolution... | code | — | Compare |
| WDC Block - large (2 rows) | SC-Block | SC-Block: Supervised Contrastive Blocking within Entity Resolution... | code | — | Compare |
| WDC Block - medium (2 rows) | SC-Block | SC-Block: Supervised Contrastive Blocking within Entity Resolution... | code | — | Compare |
| WDC Block - small (2 rows) | BM25 | SC-Block: Supervised Contrastive Blocking within Entity Resolution... | code | — | Compare |
Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.
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
3 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.
Parent tasks archive 2025-07-28
Most implemented papers archive 2025-07-28
30 shown of 129 papers with code (524 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.
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20 Nov 2019 8 repositories listedTo solve the first problem, we introduce the new extremely lightweight portrait segmentation model SINet, containing an information blocking decoder and spatial squeeze modules.
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12 Aug 2019 6 repositories listed Syntology ran 6 of 6 samples · 0 unverified · 4 pointer-only (licence)Neural text generation is a key tool in natural language applications, but it is well known there are major problems at its core.
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13 Sep 2019 4 repositories listedEntity resolution (ER; also known as record linkage or de-duplication) is the process of merging noisy databases, often in the absence of unique identifiers.
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27 Apr 2015 4 repositories listed Syntology ran 0 of 12 samples · 12 unverifiedLossy compression introduces complex compression artifacts, particularly the blocking artifacts, ringing effects and blurring.
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18 Oct 2024 2 repositories listed Syntology ran 3 of 3 samples · 0 unverifiedTo address this, we first introduce a ranking algorithm to identify key nodes for disseminating accurate information, which facilitates the training of neural network classifiers that provide generalized solutions for…
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23 Apr 2024 2 repositories listedBlocking is a critical step in entity resolution, and the emergence of neural network-based representation models has led to the development of dense blocking as a promising approach for exploring deep semantics in…
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14 Mar 2024 2 repositories listed Syntology ran 5 of 5 samples · 0 unverifiedDespite astonishing generation quality from recent diffusion models, we find that existing approaches for regional controllability are very slow (52 seconds for 512 ×512 image) while not compatible with acceleration…
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3 Jun 2021 2 repositories listed Syntology ran 6 of 9 samples · 3 unverified · 1 pointer-only (licence)Based on this observation, we propose a dynamic token sparsification framework to prune redundant tokens progressively and dynamically based on the input.
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1 Oct 2019 2 repositories listed Syntology ran 0 of 3 samples · 3 unverifiedWe provide theoretical convergence guarantees showing that SlowMo converges to a stationary point of smooth non-convex losses.
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17 May 2019 2 repositories listedIn this paper we present Percival, a browser-embedded, lightweight, deep learning-powered ad blocker.
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10 Oct 2017 2 repositories listedIn this paper, we point out that a competitive multi-agent environment trained with self-play can produce behaviors that are far more complex than the environment itself.
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9 Aug 2016 2 repositories listedLossy compression introduces complex compression artifacts, particularly blocking artifacts, ringing effects and blurring.
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12 Jun 2025 1 repository listedThe synchronization step itself is estimated to be one magnitude faster than the all-reduce used in DiLoCo for few hundred accelerators training over the internet.
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12 Jun 2025 1 repository listedUnderstanding the plausible upper bounds of extreme weather events is essential for risk assessment in a warming climate.
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30 May 2025 1 repository listedTo address this gap, we introduce Open CaptchaWorld, the first web-based benchmark and platform specifically designed to evaluate the visual reasoning and interaction capabilities of MLLM-powered agents through diverse…
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16 Apr 2025 1 repository listedAt its core is a domain-specific language for flexibly expressing privilege control policies applied during agent execution.
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10 Apr 2025 1 repository listedHere, we developed and evaluated deep learning architectures to predict North Atlantic-European (NAE) weather regimes, systematically assessing the role of remote drivers in improving S2S forecast skill of deep learning…
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20 Feb 2025 1 repository listedWe evaluate Corba on two widely-used LLM-MASs, namely, AutoGen and Camel across various topologies and commercial models.
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18 Feb 2025 1 repository listedThe application of reinforcement learning (RL) to dynamic resource allocation in optical networks has been the focus of intense research activity in recent years, with almost 100 peer-reviewed papers.
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12 Feb 2025 1 repository listedAttribution tags form the foundation of modern cryptoasset forensics.
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3 Feb 2025 1 repository listedInfluence minimization (IMIN) is the problem of manipulating the structures of an input graph (e.
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Foundation for unbiased cross-validation of spatio-temporal models for species distribution modeling27 Jan 2025 1 repository listedSpecies Distribution Models (SDMs) often suffer from spatial autocorrelation (SAC), leading to biased performance estimates.
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14 Jan 2025 1 repository listedCurrent evaluations of defenses against prompt attacks in large language model (LLM) applications often overlook two critical factors: the dynamic nature of adversarial behavior and the usability penalties imposed on…
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24 Oct 2024 1 repository listedFSPDA-STORM) finds an 𝒪( 1/√(T) )-stationary (resp.
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14 Oct 2024 1 repository listed Syntology ran 4 of 6 samples · 2 unverifiedLarge language models (LLMs) pose significant risks due to the potential for generating harmful content or users attempting to evade guardrails.
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12 Oct 2024 1 repository listedLong-term Video Question Answering (VideoQA) is a challenging vision-and-language bridging task focusing on semantic understanding of untrimmed long-term videos and diverse free-form questions, simultaneously…
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24 Sep 2024 1 repository listedEntity Matching (EM) is crucial for identifying equivalent data entities across different sources, a task that becomes increasingly challenging with the growth and heterogeneity of data.
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30 Aug 2024 1 repository listedOur analysis, based on a causal graph modeling short-video recommendation, suggests that the release interval serves as a confounder, establishing a backdoor path between users and videos.
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28 Aug 2024 1 repository listed Syntology ran 0 of 3 samples · 3 unverifiedIn this paper, we reexamine this assumption -- we show that, although predicting the exact generation length of each request is infeasible, it is possible to predict the relative ranks of output lengths in a batch of…
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20 Aug 2024 1 repository listedPringle maneuver (PM) in laparoscopic liver resection aims to reduce blood loss and provide a clear surgical view by intermittently blocking blood inflow of the liver, whereas prolonged PM may cause ischemic injury.
Syntology lines on 8 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.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections