RankLLM

RankLLM

Castorini
+
+

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About

RankLLM is a Python toolkit for reproducible information retrieval research using rerankers, with a focus on listwise reranking. It offers a suite of rerankers, pointwise models like MonoT5, pairwise models like DuoT5, and listwise models compatible with vLLM, SGLang, or TensorRT-LLM. Additionally, it supports RankGPT and RankGemini variants, which are proprietary listwise rerankers. It includes modules for retrieval, reranking, evaluation, and response analysis, facilitating end-to-end workflows. RankLLM integrates with Pyserini for retrieval and provides integrated evaluation for multi-stage pipelines. It also includes a module for detailed analysis of input prompts and LLM responses, addressing reliability concerns with LLM APIs and non-deterministic behavior in Mixture-of-Experts (MoE) models. The toolkit supports various backends, including SGLang and TensorRT-LLM, and is compatible with a wide range of LLMs.

About

Tensor's mission is to become the trading venue for the pro-NFT trader. We started Tensor become we ourselves were flipping NFTs daily and weren't satisfied with existing tooling. We wanted something faster, with better coverage, more data, and advanced order types, and so Tensor was born. When you go to Tensor you'll find a single coherent dApp, but under the hood, we actually have a few moving parts. Bonding-curve-based orders: linear & exponential, lets you DCA into/out of NFTs! Instant new collection listings (we appreciate traders want to always trade the latest stuff). Earn trading fees & LP rewards by providing liquidity and creating markets for your favorite NFT collections on TensorSwap. Market-makers are important because they make markets more liquid, meaning they let other traders enter/exit the market at a more favorable price.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Academic researchers and developers seeking a solution offering tools for implementing and evaluating listwise reranking with large language models

Audience

Individuals searching for a powerful NFT Marketplace platform

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Supported

API

Offers API Supported

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version Supported
Free Trial Not Supported

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

Castorini
Canada
github.com/castorini/rank_llm/

Company Information

Tensor
www.tensor.trade/

Alternatives

RankGPT

RankGPT

Weiwei Sun

Alternatives

TensorBoard

TensorBoard

Tensorflow
ColBERT

ColBERT

Future Data Systems
TF-Agents

TF-Agents

Tensorflow

Categories

Reranking Models Supported

Categories

NFT Supported
NFT Marketplaces Supported

Integrations

Base App Not Supported
Brave Browser Not Supported
Brave Wallet Not Supported
Dataoorts GPU Cloud Not Supported
Gemini Supported
Glow Wallet Not Supported
Ledger Not Supported
Llama Supported
Mistral AI Supported
NVIDIA TensorRT Supported
OpenAI Supported
Phantom Not Supported
Python Supported
Qwen Supported
RankGPT Supported
Slope Not Supported
Solana Not Supported
Torus Not Supported

Integrations

Base App Supported
Brave Browser Supported
Brave Wallet Supported
Dataoorts GPU Cloud Supported
Gemini Not Supported
Glow Wallet Supported
Ledger Supported
Llama Not Supported
Mistral AI Not Supported
NVIDIA TensorRT Not Supported
OpenAI Not Supported
Phantom Supported
Python Not Supported
Qwen Not Supported
RankGPT Not Supported
Slope Supported
Solana Supported
Torus Supported
Claim RankLLM and update features and information
Claim RankLLM and update features and information
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Claim Tensor and update features and information