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Feature Deep Dive

Go Beyond Summary — Extract Meaning

Most tools summarize content. Research Guru understands it. Our semantic analysis engine decodes academic papers using research-aware language models — breaking down complex ideas, exposing underlying logic, and mapping insights directly to your research context.

Contextual Understanding

Extracts meaning not just from text, but in relation to your research goals. Tailored to your domain and inquiry.

Structured Logic

Reveals the underlying argument structure — claims, evidence, assumptions, and logic trees — in clean output.

Deeper Insight

Surfaces critical insights, contradictions, gaps, and forward-looking questions. What’s said — and what’s missing.

How Semantic Analysis Works

  • Reads full-text academic content, not just abstracts
  • Applies layered models to parse structure and intent
  • Maps core components: theories, hypotheses, methodology, findings
  • Aligns to your research context for relevance and contrast
Sample output files:

Export your analysis results to DOCX, JSON, PDF, or Excel — for sharing, feedback, or research refinement.

Request a Live Walkthrough Start Analyzing
Visual diagram showing how full-text research papers are parsed by layered semantic models to extract structured insights like hypotheses, methods, and findings aligned with research context

Designed for Serious Research

Use semantic analysis to unlock the "why" behind the findings — and discover what others have missed.

Thesis Writing

Find research gaps, define your contribution, and strengthen your conceptual model with evidence-grounded insights from prior work.

Literature Reviews

Group themes, expose tensions, and map fields across dozens of PDFs — even when language and structure vary widely.

Comparison

Basic vs. Enhanced Mode

Feature Basic Enhanced
General Features
Cost per paper 1 token 3 tokens
Research context required Yes
Output Format
Acrobat (.pdf)
Excel (.xslx)
HTML (.html)
JSON (.json)
Text (.txt)
Word (.docx)
XML (.xml)
Output Fields
Title Yes Yes
Year Yes Yes
Authors Yes Yes
Source Type Yes Yes
Source Name Yes Yes
Abstract Yes Yes
Keywords Yes Yes
My Research Context Yes
Supporting Points
Highlights arguments, mechanisms, and evidence within the paper that align with your specific research context—reinforcing your hypothesis and offering structural parallels.
Yes
Counterarguments
Surfaces limitations, mismatches, and tensions between the paper’s focus and your research context—encouraging nuance and critical evaluation.
Yes
Future Work
Identifies new directions for exploration based on the paper’s findings—especially those that connect your context to broader domains and unresolved challenges.
Yes
Open Questions
Lists the unanswered and emerging questions raised by the paper—sparking reflection on what still needs to be addressed, and where your research could step in.
Yes
Critical Insights
Pinpoints transformative and novel ideas from the paper that reframe the problem, challenge assumptions, and introduce breakthrough analogies relevant to your inquiry.
Yes
Research Gaps Addressed
Reveals which blind spots in the literature the paper helps illuminate—especially those relevant to cross-disciplinary coordination, encoding, and system design.
Yes
Noteworthy Discussion Points
Flags broader themes and provocative angles that invite debate, interdisciplinary conversation, and rethinking of foundational ideas within your research area.
Yes
Objective
Introduces the central goal of the paper—what the researchers aimed to prove and challenge, and why it matters within its field.
Yes Yes
Theories
Outlines the foundational concepts and frameworks the study builds upon, including any models and prior research that informed its approach.
Yes Yes
Hypothesis
Summarizes the authors’ core assumption and testable claim—what they predicted and expected to discover through their research.
Yes Yes
Themes
Highlights key topics, patterns, and philosophical undercurrents that recur throughout the paper—often broader than the hypothesis alone.
Yes Yes
Methodologies
Describes the methods used to conduct the research, including models, datasets, experimental setups, and procedural steps.
Yes Yes
Analysis Tools
Lists and explains the metrics, visualizations, and evaluation tools used to analyze data and test the research hypothesis.
Yes Yes
Results
Details the primary findings and outcomes—what the study revealed, supported by data, comparisons, and benchmarks.
Yes Yes
Key Findings
Emphasizes the most important takeaways from the study that may have broader implications and challenge existing knowledge.
Yes Yes
Possible Limitations
Identifies weaknesses, uncertainties, and constraints in the research design and results, as acknowledged by the authors.
Yes Yes
Future Implications
Suggests how the research could impact future work—whether through direct applications, further investigation, and paradigm shifts.
Yes Yes
Key Ideas / Insights
Showcases intellectual breakthroughs and fresh perspectives the paper introduces—what makes it matter.
Yes Yes
Key Foundational Works Yes Yes
Key or Seminal Citations Yes Yes
Volume Yes Yes
Issue Yes Yes
Article No Yes Yes
Book Title Yes Yes
Book Chapter Yes Yes
Publisher Yes Yes
Publisher City Yes Yes
DOI Yes Yes
arXiv Id Yes Yes
Access URL Yes Yes
Peer Reviewed Yes Yes

Start Extracting Meaning from Your PDFs — Not Just Words

Semantic Analysis is included with all Enhanced Mode reports.

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