Monday

NotebookLM - An impressive research tool



The Guardian has an interesting article on NotebookLM,. Although the author of the article does advise proceeding with caution, there is much that sounds very useful with this AI tool: "You can start a new “notebook” for a project and upload up to 50 “sources”. These can include pdfs, audio files (which it automatically transcribes), .txt files, web links and Google Docs. I tried uploading notes and interview files for a story I was working on, then asked the “Notebook guide” – an AI assistant – to produce a briefing doc based on their content." 

As the journalist mentions, "It’s the restriction at the core of NotebookLM – using only the information you provide" that is particularly interesting. Thhis means it can be used as a research tool if you point it to specific papers or other sources, etc. and ask for reports, conclusions, summaries, etc.

Here's another feature I really want to try out:Audio Overview: "a much-hyped feature that creates a 10-minute AI-generated podcast based on your sources. It’s fairly mind-blowing at first: it truly sounds like two podcast hosts knowledgably discussing the subject matter."


I decided to try out the tool with something I am working on at work - trying to better understand the English Language curriculum in Libya and why the Communicative Approach has not been entirely successful there. To do so, I uploaded some research papers and added sources to NotebookLM. It produced a summary of everything and encouraged me to ask questions. Above you can see the response it produced to my first question, and I must say, I am impressed. 

As the tool states at the bottom, "NotebookLM can make mistakes, so double-check it."  So, I still need to look at this in more detail, and check the answer, but at first glance, it does seem to have produced an insightful and useful summary and answer to my question. 

Here is the answer (copied and pasted directly from the tool). The numbers refer to the sources I provided.

Here are some of the major factors hindering the successful implementation of English language curriculum reforms in Libya according to the sources provided.


Major Factors Hindering Curriculum Reform in Libya


  • A mismatch exists between the aims and principles of English language teaching (ELT) curricula and Libyan teachers’ existing beliefs about ELT. For example, one aim of the curriculum is for students to communicate effectively and fluently. However, teachers’ practices don’t reflect this aim and instead continue to focus on grammar and reading comprehension.[1, 2]

  • Libyan teachers naturally play a key role in the learning process and are seen as the main source of language knowledge. This deeply embedded belief can be an obstacle when implementing a new teaching methodology. [3]
  • Teachers and students need to be resocialised for the effective implementation of ELT curricula. [4]

  • Curriculum reform requires more than just introducing a new set of textbooks. It also requires a change in the way teachers and students behave and think. Policymakers need to recognise that curriculum innovation means changing the cultures of teachers, classrooms, and schools. [5, 6]

  • Libyan teachers may not be aware of the influence of their existing beliefs about learning. This points to the need for teacher training and education programmes where teachers can reflect on their classroom practices and where existing beliefs can be uncovered and confronted. [7]

  • The traditional approach to ELT, with its emphasis on grammatical rules and memorisation, is still prevalent in many Libyan foreign language classrooms. Communicative language teaching (CLT), while recognised as the leading theoretical model in ELT, has not been widely adopted in Libya. [8]

  • There are many constraints on the adoption of CLT in the Libyan context. These include: [8, 9]
      • Beliefs about the roles of teachers and students
      • Teachers’ lack of language proficiency and sociolinguistic competence
      • Examination pressure
      • Cultural teaching and learning styles

  • Teachers’ lack of competence in CLT is a major obstacle to implementing it. Changing teaching methods requires: [10]
      • Adequate language proficiency
      • Target language and cultural knowledge
      • Experience in creating communicative teaching materials
      • Confidence to depart from the traditional teacher-dominated classroom

  • In Libya there is no standard for ensuring the quality of English teachers, other than having a BA. Many English teachers lack English proficiency and the ability to teach effectively. [11]

  • The highly centralised national examination system is a powerful impediment to change and innovation in education. [12]

  • Libyan English teachers have the primary responsibility of preparing their students to pass public examinations. With passing competency-based national exams as the primary goal for students and teachers, it is understandable that the grammar translation method prevails. [12]

  • English is regarded as a foreign language rather than a second language in Libya, which means that learners lack sufficient exposure to the target language for effective language acquisition. [13]

  • Resources for teaching English other than textbooks are difficult to find in Libya. [14]
  • Native English speakers are uncommon as teachers and Libyan teachers with near-native competence are scarce. [14]

  • Many Libyan English teachers are committed to traditional approaches to teaching EFL. Most have been trained in it, have been successful using it, and are familiar with it. [15, 16]
  • Students resist CLT. They may find it hard to change their learning styles and may see communicative activities as games rather than serious learning. [17]

  • Libyan learners are accustomed to: [18]
      • Teacher-fronted, lecture-style teaching
      • Exact understanding of grammatical rules
      • Little tolerance of ambiguity
      • A focus on specific grammatical constructions

  • Students depend on knowledge transmission from the teacher and may have learning beliefs that restrict their range of learning strategies. They may believe that fluency is best achieved through: [19]
      • Translation
      • Grammar application
      • Rote memorisation

  • The national examination system does not assess communicative skills. [20, 21] Instead, it:
      • Examines students' linguistic knowledge
      • Prioritises completion of the curriculum
      • Encourages traditional, teacher-centred teaching approaches
      • Focuses on ‘teaching to the test’

  • The Libyan on-going conflict, public examination policy, and teachers’ lack of assessment literacy also have a significant impact on classroom testing. [21]

  • Students are largely passive in English classrooms. [21]

  • Public examination strategies improve students’ examination performance, but not their English learning outcomes. [22]

  • The examination content and format, and the social acceptance of cheating, all impact student performance and threaten the validity of exam scores. [22]

  • Students find very little opportunity to learn or use English outside of the classroom. For instance, very few signs are in English. [23]

  • Students have no exposure to English outside the classroom. [23] This makes it challenging for students to understand even basic English vocabulary. [23]

  • There is a lack of study materials, books, journals, and newspapers in English, and students have no reading habit. [24, 25]


The sources highlight that the Libyan education system faces systemic challenges in successfully implementing English language curriculum reforms. These challenges range from deeply rooted cultural beliefs about teaching and learning, to the lack of resources, to the effects of the ongoing conflict in the country.


I followed up with this question: 

What are the recommendations for implementing a revised curriculum in Libya based on the Communicative approach?

This was the answer:

Here are some recommendations for implementing a revised curriculum in Libya based on the Communicative Approach, according to the sources.

Recommendations for Implementing a Communicative Curriculum
Address the mismatch between the aims of the new curriculum and the existing beliefs and practices of Libyan teachers. The sources emphasize that simply introducing a new set of textbooks and expecting teachers to implement them without addressing their existing beliefs and practices is likely to result in failure. Therefore, policymakers and curriculum developers need to take a more holistic approach that considers the cultural context of education in Libya.
Engage teachers in the curriculum development process. This could involve conducting needs analyses to identify the specific challenges teachers face in their classrooms, and working collaboratively with teachers to develop materials and strategies that are relevant to their context and address their concerns.
Provide opportunities for teachers to reflect on their current beliefs and practices. This could be facilitated through professional development programmes that encourage teachers to examine their own teaching philosophies and how they align with the principles of the Communicative Approach.
Develop a shared understanding of the goals of the new curriculum. Curriculum developers need to clearly articulate the rationale for adopting the Communicative Approach, and provide teachers with a clear understanding of how it differs from traditional approaches. This could involve providing training on the theoretical underpinnings of the approach, as well as practical strategies for implementing it in the classroom.

Provide extensive, ongoing teacher training and professional development that focuses on the practical aspects of implementing the Communicative Approach. This training should go beyond simply introducing teachers to the principles of the approach and should equip them with the necessary skills and knowledge to implement it effectively in their classrooms.

Offer training in areas such as:
Developing communicative language tasks
Using authentic materials
Creating a learner-centred classroom environment
Managing group work and pair work
Providing effective feedback on communicative performance
Developing sociolinguistic competence

Ensure that teacher training programmes are tailored to the specific needs of Libyan teachers and address the challenges they face in their context. For example, training programmes could focus on helping teachers to adapt communicative activities to large class sizes, or to develop strategies for managing student behaviour in classrooms where learners are not accustomed to participating actively.

Develop a system for ongoing professional development and support. This could involve creating opportunities for peer observation and mentoring, providing access to online resources and communities of practice, and establishing a system for regular feedback and support from experienced trainers.

Revise the national examination system to align with the goals of the new curriculum. The sources repeatedly mention that the current examination system, which focuses on assessing grammatical accuracy and reading comprehension, is a major obstacle to the adoption of the Communicative Approach.

Develop new assessment instruments that measure students' ability to use English communicatively in real-life situations. This could involve incorporating tasks that require students to interact with others, solve problems, and use language for authentic purposes.
Provide training for teachers on how to develop and use communicative assessment tasks. This training should focus on helping teachers to understand the principles of communicative assessment, and to develop assessment tasks that are valid, reliable, and aligned with the goals of the curriculum.

Explore the use of alternative assessment methods, such as portfolios and performance-based assessments. These methods can provide a more holistic picture of students' communicative competence than traditional paper-and-pencil tests.

Increase students' exposure to English outside of the classroom. The sources note that the lack of opportunities to use English authentically is a major barrier to effective language acquisition.
Encourage the use of English in public spaces. This could involve promoting the use of English on signs, in government publications, and in the media.
Create opportunities for students to interact with native English speakers. This could involve establishing partnerships with schools and universities in English-speaking countries, or inviting native English speakers to participate in classroom activities.
Provide students with access to English-language resources, such as books, magazines, and websites.

Promote a positive attitude towards learning English. The sources suggest that student resistance to communicative activities is another barrier to the adoption of the Communicative Approach.
Raise awareness among students, parents, and the wider community about the importance of communicative competence in English. This could involve conducting public awareness campaigns, organizing events that showcase students' communicative skills, and providing information about the benefits of learning English for communication.
Encourage students to see English as a tool for communication rather than simply a subject to be studied for exams. This could involve using authentic materials and engaging students in activities that are relevant to their interests and needs.
Create a supportive and encouraging learning environment where students feel comfortable taking risks and making mistakes.

Address the shortage of qualified English teachers. The sources highlight that the lack of qualified teachers is a major obstacle to implementing effective English language teaching in Libya. This can be addressed through a multi-faceted approach that includes:
Raising the entry requirements for English teacher training programmes.
Providing scholarships and other incentives to attract talented individuals to the teaching profession.
Improving the quality of pre-service teacher training programmes to ensure that graduates are well-equipped to teach English communicatively.
Providing ongoing professional development opportunities for teachers to help them keep up-to-date with the latest developments in ELT.
Implementing a system for mentoring and supporting novice teachers.

Address the issue of inadequate infrastructure and resources. The sources note the lack of resources, such as functional language labs and other audio-visual aids, hinders the implementation of effective ELT in Libya.
Invest in improving school facilities and infrastructure. This includes providing schools with well-equipped language labs, computer labs with internet access, libraries with a wide range of English language resources, and audio-visual equipment.
Ensure that teachers have access to high-quality teaching materials that support the Communicative Approach. This could involve providing teachers with subscriptions to online resource banks, funding the development of locally-produced materials, and establishing a system for sharing and disseminating best practices.

The sources suggest that the success of a revised curriculum in Libya based on the Communicative Approach hinges on a comprehensive approach that addresses not only pedagogical changes but also the underlying cultural beliefs and systemic challenges within the education system.


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