Pricing Research Tools Managed Service For Large Projects

Platform Overview

Hire, manage, and pay top AI Trainers & Data Labelers in one place while working in the tools you already use

How It Works

Learn how we make hiring and managing AI Trainers simple.

Data Labeling Tool Integrations

Hire experts for any labeling tool, including your custom platform.

Pricing

Get transparent pricing and start hiring with scalable costs.

Solutions

Find specialists for any LLM and labeling workflow you can imagine.

Find Data Labeling Vendors

Browse vetted agencies and BPOs for large-scale projects.

List your data labeling company

Create a free company profile, receive matched RFPs, and submit proposals with your pricing, capacity, and timeline.

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The #1 Platform for Finding AI Training Jobs

We bring AI training and data labeling jobs from 20+ platforms into one place.

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Post your job and find pre-vetted AI Trainers & Data Labelers across any domain, language, or tool.

FOR LARGE PROJECTS / MANAGED SERVICE

Done-for-You AI Data Teams

For large or complex projects. We recruit, train, manage, and QA your team inside your tools.

JOIN AS Freelancer

The #1 Platform for Finding AI Training Jobs

We bring AI training and data labeling jobs from 20+ platforms into one place.

LLM & Agents

LLM Evaluation

Red Teaming

Hallucination Audits

RLHF & Preference Data

Supervised Fine-Tuning

Code Generation Review

Function Calling

View All LLM & Agent Solutions

Structured Data Labeling

Speech and Audio Labeling

Time Series Annotation

View Data Labeling Solutions

Work With Us

Hire Freelancers

Post a Job to the #1 Network for AI Training Talent Now

Post your job and find pre-vetted AI Trainers & Data Labelers across any domain, language, or tool.

FOR LARGE PROJECTS / MANAGED SERVICE

Done-for-You AI Data Teams

For large or complex projects. We recruit, train, manage, and QA your team inside your tools.

Work With Us

Hire Freelancers

Post a Job to the #1 Network for AI Training Talent Now

Post your job and find pre-vetted AI Trainers & Data Labelers across any domain, language, or tool.

FOR LARGE PROJECTS / MANAGED SERVICE

Done-for-You AI Data Teams

For large or complex projects. We recruit, train, manage, and QA your team inside your tools.

Multimodal

Vision

Text

Bring Your Own Platform

We're the talent layer, not the tool. Hire AI Trainers and Data Labelers into any platform - commercial, open-source, or your own internal tooling.

Platform Overview

Hire, manage, and pay top AI Trainers & Data Labelers in one place while working in the tools you already use

How It Works

Learn how we make hiring and managing AI Trainers simple.

Data Labeling Tool Integrations

Hire experts for any labeling tool, including your custom platform.

Pricing

Get transparent pricing and start hiring with scalable costs.

Solutions

Find specialists for any LLM and labeling workflow you can imagine.

Find Data Labeling Vendors

Browse vetted agencies and BPOs for large-scale projects.

List your data labeling company

Create a free company profile, receive matched RFPs, and submit proposals with your pricing, capacity, and timeline.

JOIN AS Freelancer

The #1 Platform for Finding AI Training Jobs

We bring AI training and data labeling jobs from 20+ platforms into one place.

Work With Us

Hire Freelancers

Post a Job to the #1 Network for AI Training Talent Now

Post your job and find pre-vetted AI Trainers & Data Labelers across any domain, language, or tool.

FOR LARGE PROJECTS / MANAGED SERVICE

Done-for-You AI Data Teams

For large or complex projects. We recruit, train, manage, and QA your team inside your tools.

JOIN AS Freelancer

The #1 Platform for Finding AI Training Jobs

We bring AI training and data labeling jobs from 20+ platforms into one place.

LLM & Agents

LLM Evaluation

Red Teaming

Hallucination Audits

RLHF & Preference Data

Supervised Fine-Tuning

Code Generation Review

Function Calling

View All LLM & Agent Solutions

Structured Data Labeling

Speech and Audio Labeling

Time Series Annotation

View Data Labeling Solutions

Work With Us

Hire Freelancers

Post a Job to the #1 Network for AI Training Talent Now

Post your job and find pre-vetted AI Trainers & Data Labelers across any domain, language, or tool.

FOR LARGE PROJECTS / MANAGED SERVICE

Done-for-You AI Data Teams

For large or complex projects. We recruit, train, manage, and QA your team inside your tools.

Work With Us

Hire Freelancers

Post a Job to the #1 Network for AI Training Talent Now

Post your job and find pre-vetted AI Trainers & Data Labelers across any domain, language, or tool.

FOR LARGE PROJECTS / MANAGED SERVICE

Done-for-You AI Data Teams

For large or complex projects. We recruit, train, manage, and QA your team inside your tools.

Multimodal

Vision

Text

Bring Your Own Platform

We're the talent layer, not the tool. Hire AI Trainers and Data Labelers into any platform - commercial, open-source, or your own internal tooling.

Invite AI Trainers and Data Labelers into your custom tool

Pricing Research Tools Managed Service For Large Projects

OpenTrain Research Tools

Human Feedback and Eval Paper Explorer

A focused feed for RLHF, preference data, rater protocols, agent evaluation, and LLM-as-judge research. Every paper includes structured metadata for quick triage.

Total papers: 1 Search mode: keyword RSS

Filter by tag

All Automatic Metrics (966) General (583) Coding (310) Simulation Env (115) Math (103) Multilingual (97) Long Horizon (81) Medicine (78) Pairwise Preference (70) Law (45) Multi Agent (41) Human Eval (38) Expert Verification (25) Web Browsing (22) Critique Edit (21) Red Team (21)

SPQ: An Ensemble Technique for Large Language Model Compression

Jiamin Yao, Eren Gultepe · Feb 20, 2026

Citations: 0

Automatic MetricsSimulation Env MathCoding

Applied to LLaMA-2-7B, SPQ achieves up to 75% memory reduction while maintaining or improving perplexity (e.g., WikiText-2 5.47 to 4.91) and preserving accuracy on downstream benchmarks such as C4, TruthfulQA, and GSM8K.

Protocol Hubs

Expert Verification Papers (23) CS.CL + Pairwise Preference Papers (56) Pairwise Preference Papers (64) CS.AI + Pairwise Preference Papers (39) General + Pairwise Preference Papers (38) CS.CL + Expert Verification Papers (18) Automatic Metrics + Pairwise Preference Papers (51) Expert Verification Or Rubric Rating Papers (36) CS.CL + Medicine Papers (52) Automatic Metrics + Expert Verification Papers (19) Human Eval Papers (36) CS.CL + Math Papers (71) CS.CL + Human Eval Papers (33) Long Horizon Papers (74) Critique Edit Or Expert Verification Papers (41) Automatic Metrics + General + Pairwise Preference Papers (29)

Benchmark Hubs

Retrieval Benchmark Papers (101)
Retrieval Benchmark Papers (Last 365 Days) (97)
Retrieval Or MATH Benchmark Papers (131)
Retrieval Or GSM8K Benchmark Papers (113)
Retrieval Or MMLU Benchmark Papers (114)
Retrieval Or DROP Benchmark Papers (114)
Retrieval Or MATH Or GSM8K Benchmark Papers (140)
Retrieval Or MATH Or MMLU Benchmark Papers (142)
Retrieval Or MMLU Or GSM8K Benchmark Papers (124)
Retrieval Or MATH Or DROP Benchmark Papers (144)

Metric Hubs

Cost Metric Papers (84)
Cost In CS.CL Papers (71)
Cost In CS.AI Papers (48)
Accuracy In CS.LG Papers (71)
Accuracy In CS.AI Papers (125)
Accuracy In CS.CL Papers (186)
Recall Metric Papers (33)
Accuracy Metric Papers (218)
Latency Metric Papers (34)
F1 Metric Papers (32)

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