Re-Ranking

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 300 papers with code (743 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.

• Learning Discriminative Features with Multiple Granularities for Person Re-Identification
  4 Apr 2018 16 repositories listed Syntology ran 2 of 30 samples · 28 unverified
  Instead of learning on semantic regions, we uniformly partition the images into several stripes, and vary the number of parts in different local branches to obtain local feature representations with multiple…
• ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT
  27 Apr 2020 9 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  ColBERT introduces a late interaction architecture that independently encodes the query and the document using BERT and then employs a cheap yet powerful interaction step that models their fine-grained similarity.
• TSDAE: Using Transformer-based Sequential Denoising Auto-Encoder for Unsupervised Sentence Embedding Learning
  14 Apr 2021 6 repositories listed Syntology ran 0 of 4 samples · 4 unverified
  Learning sentence embeddings often requires a large amount of labeled data.
• Passage Re-ranking with BERT
  13 Jan 2019 6 repositories listed Syntology ran 2 of 13 samples · 11 unverified
  Recently, neural models pretrained on a language modeling task, such as ELMo (Peters et al., 2017), OpenAI GPT (Radford et al., 2018), and BERT (Devlin et al., 2018), have achieved impressive results on various natural…
• Particular object retrieval with integral max-pooling of CNN activations
  18 Nov 2015 6 repositories listed Syntology ran 0 of 4 samples · 4 unverified
  Recently, image representation built upon Convolutional Neural Network (CNN) has been shown to provide effective descriptors for image search, outperforming pre-CNN features as short-vector representations.
• Document Expansion by Query Prediction
  17 Apr 2019 5 repositories listed Syntology ran 3 of 3 samples · 0 unverified
  One technique to improve the retrieval effectiveness of a search engine is to expand documents with terms that are related or representative of the documents' content.
• Automatic Check-Out via Prototype-based Classifier Learning from Single-Product Exemplars
  20 Oct 2022 4 repositories listed
  Automatic Check-Out (ACO) aims to accurately predict the presence and count of each category of products in check-out images, where a major challenge is the significant domain gap between training data (single-product…
• Efficiently Teaching an Effective Dense Retriever with Balanced Topic Aware Sampling
  14 Apr 2021 4 repositories listed
  A vital step towards the widespread adoption of neural retrieval models is their resource efficiency throughout the training, indexing and query workflows.
• External Knowledge Injection for CLIP-Based Class-Incremental Learning
  11 Mar 2025 3 repositories listed
  In this paper, we introduce ExterNal knowledGe INjEction (ENGINE) for CLIP-based CIL.
• Adaptive Re-Ranking with a Corpus Graph
  18 Aug 2022 3 repositories listed
  Search systems often employ a re-ranking pipeline, wherein documents (or passages) from an initial pool of candidates are assigned new ranking scores.
• BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models
  17 Apr 2021 3 repositories listed Syntology ran 3 of 4 samples · 1 unverified
  To address this, and to facilitate researchers to broadly evaluate the effectiveness of their models, we introduce Benchmarking-IR (BEIR), a robust and heterogeneous evaluation benchmark for information retrieval.
• Visual Re-ranking with Natural Language Understanding for Text Spotting
  29 Oct 2018 3 repositories listed
  We propose a post-processing approach to improve scene text recognition accuracy by using occurrence probabilities of words (unigram language model), and the semantic correlation between scene and text.
• From Poses to Identity: Training-Free Person Re-Identification via Feature Centralization
  2 Mar 2025 2 repositories listed
  Considering that features from the same identity follow a normal distribution around identity centers after training, we propose a Training-Free Feature Centralization ReID framework (Pose2ID) by aggregating the same…
• FairSort: Learning to Fair Rank for Personalized Recommendations in Two-Sided Platforms
  30 Nov 2024 2 repositories listed
  Therefore, this paper proposes a re-ranking model FairSort to find a trade-off solution among user-side fairness, provider-side fairness, and personalized recommendations utility.
• SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search
  19 Nov 2024 2 repositories listed
  However, they face performance bottlenecks due to the random memory accesses caused by the searching process on the graph indices and the costs of computing exact distances to guide the searching process.
• Rank-DistiLLM: Closing the Effectiveness Gap Between Cross-Encoders and LLMs for Passage Re-Ranking
  13 May 2024 2 repositories listed
  Cross-encoders distilled from large language models (LLMs) are often more effective re-rankers than cross-encoders fine-tuned on manually labeled data.
• Set-Encoder: Permutation-Invariant Inter-Passage Attention for Listwise Passage Re-Ranking with Cross-Encoders
  10 Apr 2024 2 repositories listed
  Existing cross-encoder models can be categorized as pointwise, pairwise, or listwise.
• Bryndza at ClimateActivism 2024: Stance, Target and Hate Event Detection via Retrieval-Augmented GPT-4 and LLaMA
  9 Feb 2024 2 repositories listed
  This study details our approach for the CASE 2024 Shared Task on Climate Activism Stance and Hate Event Detection, focusing on Hate Speech Detection, Hate Speech Target Identification, and Stance Detection as…
• Jina Embeddings 2: 8192-Token General-Purpose Text Embeddings for Long Documents
  30 Oct 2023 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Text embedding models have emerged as powerful tools for transforming sentences into fixed-sized feature vectors that encapsulate semantic information.
• Candidate Set Re-ranking for Composed Image Retrieval with Dual Multi-modal Encoder
  25 May 2023 2 repositories listed Syntology ran 4 of 6 samples · 2 unverified
  An alternative approach is to allow interactions between the query and every possible candidate, i.
• Performative Recommendation: Diversifying Content via Strategic Incentives
  8 Feb 2023 2 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  The primary goal in recommendation is to suggest relevant content to users, but optimizing for accuracy often results in recommendations that lack diversity.
• Unsupervised Summarization Re-ranking
  19 Dec 2022 2 repositories listed
  With the rise of task-specific pre-training objectives, abstractive summarization models like PEGASUS offer appealing zero-shot performance on downstream summarization tasks.
• Pyramidal Transformer with Conv-Patchify for Person Re-identification
  10 Oct 2022 2 repositories listed
  The robust and discriminative feature extraction is the key component in person re-identification (Re-ID).
• Few-shot Reranking for Multi-hop QA via Language Model Prompting
  25 May 2022 2 repositories listed
  To alleviate the need for a large number of labeled question-document pairs for retriever training, we propose PromptRank, which relies on large language models prompting for multi-hop path reranking.
• CODEC: Complex Document and Entity Collection
  9 May 2022 2 repositories listed
  We also show that the manual query reformulations significantly improve document ranking and entity ranking performance.
• Correlation Verification for Image Retrieval
  4 Apr 2022 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Geometric verification is considered a de facto solution for the re-ranking task in image retrieval.
• Establishing Strong Baselines for TripClick Health Retrieval
  2 Jan 2022 2 repositories listed
  We present strong Transformer-based re-ranking and dense retrieval baselines for the recently released TripClick health ad-hoc retrieval collection.
• Dealing with Typos for BERT-based Passage Retrieval and Ranking
  27 Aug 2021 2 repositories listed
  Our experimental results on the MS MARCO passage ranking dataset show that, with our proposed typos-aware training, DR and BERT re-ranker can become robust to typos in queries, resulting in significantly improved…
• LightningDOT: Pre-training Visual-Semantic Embeddings for Real-Time Image-Text Retrieval
  16 Mar 2021 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Multimodal pre-training has propelled great advancement in vision-and-language research.
• Evaluating Large-Vocabulary Object Detectors: The Devil is in the Details
  1 Feb 2021 2 repositories listed
  On one hand, this is desirable as it treats all classes equally.

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.