ScienceToStartup
TrendsTopicsSavedArticlesChangelogCareersAbout

113 Cherry St #92768

Seattle, WA 98104-2205

Backed by Research Labs
All systems operational

Product

  • Dashboard
  • Workspace
  • Build Loop
  • Research Map
  • Trends
  • Topics
  • Articles

Enterprise

  • TTO Dashboard
  • Scout Reports
  • RFP Marketplace
  • API

Resources

  • All Resources
  • Benchmark
  • Database
  • Dataset
  • Calculator
  • Glossary
  • State Reports
  • Industry Index
  • Directory
  • Templates
  • Alternatives
  • Changelog
  • FAQ
  • Docs

Company

  • About
  • Careers
  • For Media
  • Privacy Policy
  • Legal
  • Contact

Community

  • Open Source
  • Community
ScienceToStartup

Copyright © 2026 ScienceToStartup. All rights reserved.

Privacy Policy|Legal
  1. Home
  2. Signal Canvas
  3. ESG-Bench: Benchmarking Long-Context ESG Reports for Halluci
← Back to Paper

ESG-Bench: Benchmarking Long-Context ESG Reports for Hallucination Mitigation

Fresh1d ago
Export BriefOpen in Build LoopConnect with Author
View PDF ↗
Viability
0.0/10

Compared to this week’s papers

Evidence Receipt

Freshness: 2026-04-02T02:30:40.136932+00:00

Claims: 0

References: 28

Proof: pending

Distribution: unknown

Source paper: ESG-Bench: Benchmarking Long-Context ESG Reports for Hallucination Mitigation

PDF: https://arxiv.org/pdf/2603.13154v1

First buyer signal: unknown

Distribution channel: unknown

Starting…

Dimensions overall score 7.0

GitHub Code Pulse

No public code linked for this paper yet.

Claim map

Claim extraction is still pending for this paper. Check back after the next analysis run.

Competitive landscape

Competitor map is still being generated for this paper. Enable generation or check back soon.

Keep exploring

Builds On This
Enhancing Language Models for Robust Greenwashing Detection
Score 5.0down
Prior Work
HalluGuard: Demystifying Data-Driven and Reasoning-Driven Hallucinations in LLMs
Score 7.0stable
Prior Work
HalDec-Bench: Benchmarking Hallucination Detector in Image Captioning
Score 7.0stable
Prior Work
Listening with the Eyes: Benchmarking Egocentric Co-Speech Grounding across Space and Time
Score 7.0stable
Prior Work
HART: Data-Driven Hallucination Attribution and Evidence-Based Tracing for Large Language Models
Score 7.0stable
Prior Work
MARCH: Multi-Agent Reinforced Self-Check for LLM Hallucination
Score 7.0stable
Prior Work
Deterministic Hallucination Detection in Medical VQA via Confidence-Evidence Bayesian Gain
Score 7.0stable
Higher Viability
Inducing Epistemological Humility in Large Language Models: A Targeted SFT Approach to Reducing Hallucination
Score 8.0up

Startup potential card

Startup potential card preview
Share on XLinkedIn

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Recommended Stack

PyTorchML Framework
FastAPIBackend
TensorFlowML Framework
JAXML Framework
KerasML Framework

Startup Essentials

Render

Deploy Backend

Railway

Full-Stack Deploy

Supabase

Backend & Auth

Vercel

Deploy Frontend

Firebase

Google Backend

Hugging Face Hub

ML Model Hub

Banana.dev

GPU Inference

Antigravity

AI Agent IDE

MVP Investment

$9K - $13K
6-10 weeks
Engineering
$8,000
GPU Compute
$800
SaaS Stack
$300
Domain & Legal
$100

6mo ROI

0.5-1x

3yr ROI

6-15x

GPU-heavy products have higher costs but premium pricing. Expect break-even by 12mo, then 40%+ margins at scale.

Talent Scout

Find Builders

ESG experts on LinkedIn & GitHub