From 2c4f74ca3a61a794d469f98d98619c27640fe682 Mon Sep 17 00:00:00 2001 From: souzatharsis Date: Mon, 25 Nov 2024 20:22:00 -0300 Subject: [PATCH] improve structured output --- .../_build/.doctrees/environment.pickle | Bin 744254 -> 786629 bytes .../_build/.doctrees/notebooks/evals.doctree | Bin 82151 -> 82419 bytes .../notebooks/structured_output.doctree | Bin 82039 -> 97546 bytes tamingllms/_build/html/_images/json.svg | 909 ++++++++++++++++++ .../notebooks/structured_output.ipynb | 63 +- .../html/_static/structured_output/json.d2 | 109 +++ .../html/_static/structured_output/json.svg | 909 ++++++++++++++++++ tamingllms/_build/html/notebooks/evals.html | 64 +- .../html/notebooks/structured_output.html | 131 ++- tamingllms/_build/html/objects.inv | Bin 644 -> 670 bytes tamingllms/_build/html/searchindex.js | 2 +- .../jupyter_execute/markdown/intro.ipynb | 2 +- .../notebooks/structured_output.ipynb | 63 +- tamingllms/_static/structured_output/json.d2 | 109 +++ tamingllms/_static/structured_output/json.svg | 909 ++++++++++++++++++ tamingllms/notebooks/structured_output.ipynb | 63 +- tamingllms/references.bib | 37 +- 17 files changed, 3286 insertions(+), 84 deletions(-) create mode 100644 tamingllms/_build/html/_images/json.svg create mode 100644 tamingllms/_build/html/_static/structured_output/json.d2 create mode 100644 tamingllms/_build/html/_static/structured_output/json.svg create mode 100644 tamingllms/_static/structured_output/json.d2 create mode 100644 tamingllms/_static/structured_output/json.svg diff --git a/tamingllms/_build/.doctrees/environment.pickle b/tamingllms/_build/.doctrees/environment.pickle index 927a40f6d5b5c8fd15b572c55f6cdb063a9d5ce2..f273c40769ed3f77771237a6d04345461e4eb9ec 100644 GIT binary patch literal 786629 zcmeFa37A~TRVLcqTC1eezP7e2b+=TiR%S_R^(MPbm(-G4t<{p+-F8b(Wo6!~o2lHK zH&dl*wM-i?blG=UhV%m)3_KWM7?^=!wSi$b51yHMFl@%dHvZrl3?2sXV?Jj5!TZmN zI1!O+-78mv2Y}D&%6lW?#yN4~Y;oe8SC@S7vHkbnL;n}83u{54ax3juZWij*O4+Y8 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z=?&y_%PMY1(KMag`A;9v!Buf|H}VnR@%MsSAEzkXdXB<^p+?N=3z=ee6vT=}0wkc< zX)hD#fUi&tc-kT7fNua-Bea7e*|tOcZ2;&(HcEY}E>;BBI`PI-Nb(}`O$(>N zdW5b8HKkR;S+B^{%=C2W8-#id`@z3JAbGf_i7cKW;(aqnL6dGGLr&6Ob+NdA1_Z|m zJ;(#chN&KUJ5-Q6r+hY-C-}}N-6Woy0X;NnM2uZW6M|t0LQ{!dV*7%|Z+LB^b$v48lX?Ttw(j@0!UcIl@SK_Y8TZE>zIFv9uM_ zyQO3|BKLs$MyZa`sbf^?2#tAE9i>pm z%-1o~b=9`cbhWLw>6uS#6Ny9Ehqj*zE2(>$g&e0tO6eVQNC&4w=vPzRA(!bLa|k_^ z<_@8!7u+Gs4L!&$^9U`znMVX#y>N%nOvN2?jyj1tM4$mCwmc2C@Zt355c-d1C4qcR a)q#bpfRVUrHvHFHOGY~{P+a;9RQ^BT=`nZ! diff --git a/tamingllms/_build/html/_images/json.svg b/tamingllms/_build/html/_images/json.svg new file mode 100644 index 0000000..95e93da --- /dev/null +++ b/tamingllms/_build/html/_images/json.svg @@ -0,0 +1,909 @@ +
{
+  "type": "object",
+  "properties": {
+    "name": {
+      "type": "string"
+    },
+    "level": {
+      "type": "integer"
+    },
+    "skill": {
+      "type": "string",
+      "enum": [
+        "Python",
+        "Java",
+        "JavaScript",
+        "Rust"
+      ]
+    }
+  },
+  "required": [
+    "name",
+    "level",
+    "skill"
+  ]
+}
+
+
LargeLanguageModelsoutputsJSON SchemaGenerated JSONs
{
+  "name": "Alice",
+  "level": 5,
+  "skill": "Python"
+}
+
+
{
+  "name": "Bob",
+  "level": 3,
+  "skill": "Java"
+}
+
+
{
+  "name": "Carol",
+  "level": 4,
+  "skill": "Rust"
+}
+
+
+ ConstrainedGeneration + + + + + + + + + + + +
\ No newline at end of file diff --git a/tamingllms/_build/html/_sources/notebooks/structured_output.ipynb b/tamingllms/_build/html/_sources/notebooks/structured_output.ipynb index 70c8ef2..04ddea8 100644 --- a/tamingllms/_build/html/_sources/notebooks/structured_output.ipynb +++ b/tamingllms/_build/html/_sources/notebooks/structured_output.ipynb @@ -295,9 +295,20 @@ "\n", "#### JSON Mode\n", "\n", - "JSON mode is a feature provided by some LLM APIs, such as OpenAI's, that allows the model to generate output in JSON format. This is particularly useful when you need structured data as a result, such as when parsing the output programmatically or integrating it with other systems that require JSON input.\n", + "JSON mode is a feature provided by some LLM APIs, such as OpenAI's, that allows the model to generate output in JSON format. This is particularly useful when you need structured data as a result, such as when parsing the output programmatically or integrating it with other systems that require JSON input. As depicted in {numref}`json-mode`, JSON mode is implemented by instructing theLLM model to use JSON as response format and optionally defining a target schema.\n", "\n", - "When using JSON mode, you must always instruct the model to produce JSON via some message in the conversation, for example via your system message. If you don't include an explicit instruction to generate JSON, the model may generate an unending stream of whitespace and the request may run continually until it reaches the token limit. To help ensure you don't forget, the API will throw an error if the string \"JSON\" does not appear somewhere in the context.\n", + "\n", + "```{figure} ../_static/structured_output/json.svg\n", + "---\n", + "name: json-mode\n", + "alt: JSON Mode\n", + "scale: 50%\n", + "align: center\n", + "---\n", + "Conceptual overview of JSON mode.\n", + "```\n", + "\n", + "When using JSON mode with OpenAI's API, it is recommended to instruct the model to produce JSON via some message in the conversation, for example via your system message. If you don't include an explicit instruction to generate JSON, the model may generate an unending stream of whitespace and the request may run continually until it reaches the token limit. To help ensure you don't forget, the API will throw an error if the string \"JSON\" does not appear somewhere in the context.\n", "\n", "\n" ] @@ -587,7 +598,7 @@ "source": [ "### Outlines\n", "\n", - "Outlines is a library specifically focused on structured text generation from LLMs. Under the hood, Outlines works by adjusting the probability distribution of the model's output logits - the raw scores from the final layer of the neural network that are normally converted into text tokens. By introducing carefully crafted logit biases, Outlines can guide the model to prefer certain tokens over others, effectively constraining its outputs to a predefined set of valid options. This provides fine-grained control over the model's generation process. In that way, Outlines provides several powerful features:\n", + "Outlines {cite}`outlines2024`is a library specifically focused on structured text generation from LLMs. Under the hood, Outlines works by adjusting the probability distribution of the model's output logits - the raw scores from the final layer of the neural network that are normally converted into text tokens. By introducing carefully crafted logit biases, Outlines can guide the model to prefer certain tokens over others, effectively constraining its outputs to a predefined set of valid options. This provides fine-grained control over the model's generation process. In that way, Outlines provides several powerful features:\n", "\n", "* **Multiple Choice Generation**: Restrict the LLM output to a predefined set of options.\n", "* **Regex-based structured generation**: Guide the generation process using regular expressions.\n", @@ -718,6 +729,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "## Discussion\n", + "\n", "### Comparing Solutions\n", "\n", "* **Simplicity vs. Control**: One-shot prompts are simple but offer limited control. `LangChain`, and Outlines provide greater control but might have a steeper learning curve though quite manageable.\n", @@ -733,7 +746,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Best Practices\n", + "### Best Practices\n", "\n", "\n", "* **Clear Schema Definition**: Define the desired output structure clearly. This can be done in several ways including schemas, types, or Pydantic models as appropriate. This ensures the LLM knows exactly what format is expected.\n", @@ -746,6 +759,38 @@ "\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Ongoing Debate on Structured Output from LLMs\n", + "\n", + "The use of structured output, like JSON or XML, for Large Language Models (LLMs) is a developing area. While structured output offers clear benefits in parsing, robustness, and integration, there is growing debate on whether it also potentially comes at the cost of reasoning abilities. \n", + "\n", + "Recent research {cite}`tam2024letspeakfreelystudy` suggests that imposing format restrictions on LLMs might impact their performance, particularly in reasoning-intensive tasks. Further evidence {cite}`aider2024codejson` suggests LLMs may produce lower quality code if they’re asked to return it as part of a structured JSON response:\n", + "\n", + "* **Potential performance degradation:** Enforcing structured output, especially through constrained decoding methods like JSON-mode, can negatively impact an LLM's reasoning abilities. This is particularly evident in tasks that require multi-step reasoning or complex thought processes.\n", + "\n", + "* **Overly restrictive schemas:** Imposing strict schemas can limit the expressiveness of LLM outputs and may hinder their ability to generate creative or nuanced responses. In certain cases, the strictness of the schema might outweigh the benefits of structured output.\n", + "\n", + "* **Increased complexity in prompt engineering:** Crafting prompts that effectively guide LLMs to generate structured outputs while maintaining performance can be challenging. It often requires careful consideration of the schema, the task instructions, and the desired level of detail in the response.\n", + "\n", + "On the other hand, those findings are not without criticism. The .txt team challenges the findings of the paper \"Let Me Speak Freely? A Study on the Impact of Format Restrictions on Performance of Large Language Models\" {cite}`tam2024letspeakfreelystudy`. The paper claims that structured output formats, like JSON, negatively affect the performance of LLMs, particularly when it comes to reasoning. The rebuttal argues that **structured generation, when done correctly, actually *improves* performance**.\n", + "\n", + ".txt team identifies several flaws in the methodology of \"Let Me Speak Freely?\" that they believe led to inaccurate conclusions:\n", + "\n", + "* The paper finds that structured output improves performance on classification tasks but doesn't reconcile this finding with its overall negative conclusion about structured output. \n", + "* The prompts used for unstructured generation were different from those used for structured generation, making the comparison uneven. \n", + "* The prompts used for structured generation, particularly in JSON-mode, didn't provide the LLM with sufficient information to properly complete the task. \n", + "* The paper conflates \"structured generation\" with \"JSON-mode\", when they are not the same thing. \n", + "\n", + "It is important to note that, as with any rebuttal, .txt presents a specific perspective on the issue of structured output from LLMs. While their findings suggest potential benefits to structured generation, further research and exploration are needed to comprehensively understand the nuances and trade-offs involved in using structured output for various LLM tasks and applications.\n", + "\n", + "In summary, the debate surrounding structured output highlights the ongoing challenges in balancing LLM capabilities with real-world application requirements. While structured outputs offer clear benefits in parsing, robustness, and integration, their potential impact on performance, particularly in reasoning tasks is a topic of ongoing debate. \n", + "\n", + "The ideal approach likely involves a nuanced strategy that considers the specific task, the desired level of structure, and the available LLM capabilities. Further research and development efforts are needed to mitigate the potential drawbacks of structured output and unlock the full potential of LLMs for a wider range of applications. \n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -755,6 +800,16 @@ "Extracting structured output from LLMs is crucial for integrating them into real-world applications. By understanding the challenges and employing appropriate strategies and tools, developers can improve the reliability and usability of LLM-powered systems, unlocking their potential to automate complex tasks and generate valuable insights. \n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## References\n", + "```{bibliography}\n", + ":filter: docname in docnames\n", + "```" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/tamingllms/_build/html/_static/structured_output/json.d2 b/tamingllms/_build/html/_static/structured_output/json.d2 new file mode 100644 index 0000000..f7a71c9 --- /dev/null +++ b/tamingllms/_build/html/_static/structured_output/json.d2 @@ -0,0 +1,109 @@ +schema: { + shape: rectangle + style.stroke: "#E8DCCA" + style.fill: "#FFFAF0" + label: |md + ```json + { + "type": "object", + "properties": { + "name": { + "type": "string" + }, + "level": { + "type": "integer" + }, + "skill": { + "type": "string", + "enum": [ + "Python", + "Java", + "JavaScript", + "Rust" + ] + } + }, + "required": [ + "name", + "level", + "skill" + ] + } + ``` + | +} + +llm: Large\nLanguage\nModels { + shape: rectangle + style.fill: "#E6EEF8" + style.stroke: "#B8D1F3" +} + +outputs: { + shape: rectangle + style.stroke: "#E8DCCA" + style.fill: "#FFFAF0" + + json1: { + label: |md + ```json + { + "name": "Alice", + "level": 5, + "skill": "Python" + } + ``` + | + } + + json2: { + label: |md + ```json + { + "name": "Bob", + "level": 3, + "skill": "Java" + } + ``` + | + } + + json3: { + label: |md + ```json + { + "name": "Carol", + "level": 4, + "skill": "Rust" + } + ``` + | + } +} + +# Labels +schema_label: JSON Schema { + style.font-size: 16 +} + +output_label: Generated JSONs { + style.font-size: 16 +} + +# Connections +schema -> llm: + { + style.stroke: "#8B4513" + style.stroke-width: 2 +} + +llm -> outputs: Constrained\nGeneration { + style.stroke: "#D35400" + style.stroke-width: 2 +} + +# Label connections +schema_label -> schema +output_label -> outputs + +# Layout +direction: right diff --git a/tamingllms/_build/html/_static/structured_output/json.svg b/tamingllms/_build/html/_static/structured_output/json.svg new file mode 100644 index 0000000..95e93da --- /dev/null +++ b/tamingllms/_build/html/_static/structured_output/json.svg @@ -0,0 +1,909 @@ +
{
+  "type": "object",
+  "properties": {
+    "name": {
+      "type": "string"
+    },
+    "level": {
+      "type": "integer"
+    },
+    "skill": {
+      "type": "string",
+      "enum": [
+        "Python",
+        "Java",
+        "JavaScript",
+        "Rust"
+      ]
+    }
+  },
+  "required": [
+    "name",
+    "level",
+    "skill"
+  ]
+}
+
+
LargeLanguageModelsoutputsJSON SchemaGenerated JSONs
{
+  "name": "Alice",
+  "level": 5,
+  "skill": "Python"
+}
+
+
{
+  "name": "Bob",
+  "level": 3,
+  "skill": "Java"
+}
+
+
{
+  "name": "Carol",
+  "level": 4,
+  "skill": "Rust"
+}
+
+
+ ConstrainedGeneration + + + + + + + + + + + +
\ No newline at end of file diff --git a/tamingllms/_build/html/notebooks/evals.html b/tamingllms/_build/html/notebooks/evals.html index b5ab8cc..dad5c4a 100644 --- a/tamingllms/_build/html/notebooks/evals.html +++ b/tamingllms/_build/html/notebooks/evals.html @@ -189,7 +189,7 @@

-

4. Challenges of Evaluating LLM-based Applications

+

4. Challenges of Evaluating LLM-based Applications

Evals are surprisingly often all you need.

—Greg Brockman, OpenAI’s President

@@ -197,38 +197,38 @@

Contents

-

4.1. Non-Deterministic Machines

+

4.1. Non-Deterministic Machines

One of the most fundamental challenges when building products with Large Language Models (LLMs) is their non-deterministic nature. Unlike traditional software systems where the same input reliably produces the same output, LLMs can generate different responses each time they’re queried - even with identical prompts and input data. This characteristic is both a strength and a significant engineering challenge.

When you ask ChatGPT or any other LLM the same question multiple times, you’ll likely get different responses. This isn’t a bug - it’s a fundamental feature of how these models work. The “temperature” parameter, which controls the randomness of outputs, allows models to be creative and generate diverse responses. However, this same feature makes it incredibly difficult to build reliable, testable systems.

Consider a financial services company using LLMs to generate investment advice. The non-deterministic nature of these models means that:

@@ -239,7 +239,7 @@

-

4.1.1. Temperature and Sampling

+

4.1.1. Temperature and Sampling

The primary source of non-determinism in LLMs comes from their sampling strategies. During text generation, the model:

  1. Calculates probability distributions for each next token

  2. @@ -248,7 +248,7 @@

    -

    4.1.2. The Temperature Spectrum

    +

    4.1.2. The Temperature Spectrum

    • Temperature = 0: Most deterministic, but potentially repetitive

    • Temperature = 1: Balanced creativity and coherence

    • @@ -347,7 +347,7 @@

      -

      4.2. Emerging Properties

      +

      4.2. Emerging Properties

      Beyond their non-deterministic nature, LLMs present another fascinating challenge: emergent abilities that spontaneously arise as models scale up in size. These abilities - from basic question answering to complex reasoning - aren’t explicitly programmed but rather emerge “naturally” as the models grow larger and are trained on more data. This makes evaluation fundamentally different from traditional software testing, where capabilities are explicitly coded and can be tested against clear specifications.

      Emerging Properties @@ -359,7 +359,7 @@

      -

      4.3. Problem Statement

      +

      4.3. Problem Statement

      Consider a practical example that illustrates these challenges: building a customer support chatbot powered by an LLM. In traditional software development, you would define specific features (like handling refund requests or tracking orders) and write tests to verify each function. But with LLMs, you’re not just testing predefined features - you’re trying to evaluate emergent capabilities like understanding context, maintaining conversation coherence, and generating appropriate emotional responses.

      This fundamental difference raises critical questions about evaluation:

-

4.6. Tools

+

4.6. Tools

-

4.7. References

+

4.7. References

[WTB+22] diff --git a/tamingllms/_build/html/notebooks/structured_output.html b/tamingllms/_build/html/notebooks/structured_output.html index 4133ea4..05dc379 100644 --- a/tamingllms/_build/html/notebooks/structured_output.html +++ b/tamingllms/_build/html/notebooks/structured_output.html @@ -140,10 +140,12 @@
  • Solutions
  • -
  • Best Practices
  • +
  • Discussion
  • Conclusion
  • +
  • References
  • + @@ -190,7 +192,7 @@
    -

    3. Wrestling with Structured Output

    +

    3. Wrestling with Structured Output

    In limits, there is freedom. Creativity thrives within structure.

    —Julia B. Cameron

    @@ -198,38 +200,44 @@

    Contents

    -

    3.1. The Structured Output Challenges

    +

    3.1. The Structured Output Challenges

    Large language models (LLMs) excel at generating human-like text, but they often struggle to produce output in a structured format consistently. This poses a significant challenge when we need LLMs to generate data that can be easily processed by other systems, such as databases, APIs, or other software applications.

    Sometimes, even with a well-crafted prompt, an LLM might produce an unstructured response when a structured one is expected. This can be particularly challenging when integrating LLMs into systems that require specific data formats.

    Throughout this notebook, we will consider as input a segment of a sample SEC filing of Apple Inc.

    @@ -335,7 +343,7 @@

    -

    3.2. Problem Statement

    +

    3.2. Problem Statement

    Obtaining structured output from LLMs presents several significant challenges:

    • Inconsistency: LLMs often produce unpredictable results, sometimes generating well-structured output and other times deviating from the expected format.

    • @@ -344,10 +352,10 @@

      -

      3.3. Solutions

      +

      3.3. Solutions

      Several strategies and tools can be employed to address the challenges of structured output from LLMs.

      -

      3.3.1. Strategies

      +

      3.3.1. Strategies

      • Schema Guidance: Providing the LLM with a clear schema or blueprint of the desired output structure helps to constrain its generation and improve consistency. This can be achieved by using tools like Pydantic to define the expected data structure and then using that definition to guide the LLM’s output.

      • Output Parsing: When LLMs don’t natively support structured output, parsing their text output using techniques like regular expressions or dedicated parsing libraries can extract the desired information. For example, you can use regular expressions to extract specific patterns from the LLM’s output, or you can use libraries like Pydantic to parse the output into structured data objects.

      • @@ -355,9 +363,9 @@

        -

        3.3.2. Techniques and Tools

        +

        3.3.2. Techniques and Tools

        -

        3.3.2.1. One-Shot Prompts

        +

        3.3.2.1. One-Shot Prompts

        In one-shot prompting, you provide a single example of the desired output format within the prompt.

        @@ -424,7 +432,7 @@

        -

        3.3.2.2. Structured Output with Provider-Specific APIs

        +

        3.3.2.2. Structured Output with Provider-Specific APIs

        One-shot prompting is a simple technique that can lead to material improvements in structured output, though may not be sufficient for complex (e.g. nested) structures and / or when the model’s output needs to be restricted to a specific set of options or types.

        Provider-specific APIs can offer ways to handle those challenges. We will explore two approaches here using OpenAI’s API:

          @@ -433,9 +441,15 @@

          -

          3.3.2.3. JSON Mode

          -

          JSON mode is a feature provided by some LLM APIs, such as OpenAI’s, that allows the model to generate output in JSON format. This is particularly useful when you need structured data as a result, such as when parsing the output programmatically or integrating it with other systems that require JSON input.

          -

          When using JSON mode, you must always instruct the model to produce JSON via some message in the conversation, for example via your system message. If you don’t include an explicit instruction to generate JSON, the model may generate an unending stream of whitespace and the request may run continually until it reaches the token limit. To help ensure you don’t forget, the API will throw an error if the string “JSON” does not appear somewhere in the context.

          +

          3.3.2.3. JSON Mode

          +

          JSON mode is a feature provided by some LLM APIs, such as OpenAI’s, that allows the model to generate output in JSON format. This is particularly useful when you need structured data as a result, such as when parsing the output programmatically or integrating it with other systems that require JSON input. As depicted in Fig. 3.1, JSON mode is implemented by instructing theLLM model to use JSON as response format and optionally defining a target schema.

          +
          +JSON Mode +
          +

          Fig. 3.1 Conceptual overview of JSON mode.

          +
          +
          +

          When using JSON mode with OpenAI’s API, it is recommended to instruct the model to produce JSON via some message in the conversation, for example via your system message. If you don’t include an explicit instruction to generate JSON, the model may generate an unending stream of whitespace and the request may run continually until it reaches the token limit. To help ensure you don’t forget, the API will throw an error if the string “JSON” does not appear somewhere in the context.

          prompt = f"""
          @@ -565,7 +579,7 @@ 

          -

          3.3.3. LangChain

          +

          3.3.3. LangChain

          LangChain is a framework designed to simplify the development of LLM applications. It provider an abstraction layer over many LLM providers, including OpenAI, that offers several tools for parsing structured output.

          In particular, LangChain offers the with_structured_output method, which can be used with LLMs that support structured output APIs, allowing you to enforce a schema directly within the prompt.

          @@ -625,8 +639,8 @@

          .with_structured_output() can be found here.

        -

        3.3.4. Outlines

        -

        Outlines is a library specifically focused on structured text generation from LLMs. Under the hood, Outlines works by adjusting the probability distribution of the model’s output logits - the raw scores from the final layer of the neural network that are normally converted into text tokens. By introducing carefully crafted logit biases, Outlines can guide the model to prefer certain tokens over others, effectively constraining its outputs to a predefined set of valid options. This provides fine-grained control over the model’s generation process. In that way, Outlines provides several powerful features:

        +

        3.3.4. Outlines

        +

        Outlines [Out24]is a library specifically focused on structured text generation from LLMs. Under the hood, Outlines works by adjusting the probability distribution of the model’s output logits - the raw scores from the final layer of the neural network that are normally converted into text tokens. By introducing carefully crafted logit biases, Outlines can guide the model to prefer certain tokens over others, effectively constraining its outputs to a predefined set of valid options. This provides fine-grained control over the model’s generation process. In that way, Outlines provides several powerful features:

        • Multiple Choice Generation: Restrict the LLM output to a predefined set of options.

        • Regex-based structured generation: Guide the generation process using regular expressions.

        • @@ -649,7 +663,7 @@

          -

          3.3.4.1. A Simple Example: Multiple Choice Generation

          +

          3.3.4.1. A Simple Example: Multiple Choice Generation

          TOP = 100
          @@ -673,7 +687,7 @@ 

          -

          3.3.4.2. Pydantic model

          +

          3.3.4.2. Pydantic model

          Outlines allows to guide the generation process so the output is guaranteed to follow a JSON schema or Pydantic model. Now we will go back to our example of extracting entities and places from a SEC filing. In order to do so, we simply need to pass our Pydantic model to the json method in Outlines’ generate module.

          @@ -701,8 +715,11 @@

          +

          3.4. Discussion

          -

          3.3.5. Comparing Solutions

          +

          3.4.1. Comparing Solutions

          • Simplicity vs. Control: One-shot prompts are simple but offer limited control. LangChain, and Outlines provide greater control but might have a steeper learning curve though quite manageable.

          • Native LLM Support: with_structured_output in LangChain relies on the underlying LLM having built-in support for structured output APIs, i.e. LangChain is just a wrapper around the LLM’s structured output API. Other methods, like parsing or using Outlines, are more broadly applicable with the fomer enabling a wider range of Open Source models.

          • @@ -710,9 +727,8 @@

            -

            3.4. Best Practices

            +

            3.4.2. Best Practices

            • Clear Schema Definition: Define the desired output structure clearly. This can be done in several ways including schemas, types, or Pydantic models as appropriate. This ensures the LLM knows exactly what format is expected.

            • Descriptive Naming: Use meaningful names for fields and elements in your schema. This makes the output more understandable and easier to work with.

            • @@ -720,10 +736,51 @@

              +

              3.4.3. Ongoing Debate on Structured Output from LLMs

              +

              The use of structured output, like JSON or XML, for Large Language Models (LLMs) is a developing area. While structured output offers clear benefits in parsing, robustness, and integration, there is growing debate on whether it also potentially comes at the cost of reasoning abilities.

              +

              Recent research [TWT+24] suggests that imposing format restrictions on LLMs might impact their performance, particularly in reasoning-intensive tasks. Further evidence [Aid24] suggests LLMs may produce lower quality code if they’re asked to return it as part of a structured JSON response:

              +
                +
              • Potential performance degradation: Enforcing structured output, especially through constrained decoding methods like JSON-mode, can negatively impact an LLM’s reasoning abilities. This is particularly evident in tasks that require multi-step reasoning or complex thought processes.

              • +
              • Overly restrictive schemas: Imposing strict schemas can limit the expressiveness of LLM outputs and may hinder their ability to generate creative or nuanced responses. In certain cases, the strictness of the schema might outweigh the benefits of structured output.

              • +
              • Increased complexity in prompt engineering: Crafting prompts that effectively guide LLMs to generate structured outputs while maintaining performance can be challenging. It often requires careful consideration of the schema, the task instructions, and the desired level of detail in the response.

              • +
              +

              On the other hand, those findings are not without criticism. The .txt team challenges the findings of the paper “Let Me Speak Freely? A Study on the Impact of Format Restrictions on Performance of Large Language Models” [TWT+24]. The paper claims that structured output formats, like JSON, negatively affect the performance of LLMs, particularly when it comes to reasoning. The rebuttal argues that structured generation, when done correctly, actually improves performance.

              +

              .txt team identifies several flaws in the methodology of “Let Me Speak Freely?” that they believe led to inaccurate conclusions:

              +
                +
              • The paper finds that structured output improves performance on classification tasks but doesn’t reconcile this finding with its overall negative conclusion about structured output.

              • +
              • The prompts used for unstructured generation were different from those used for structured generation, making the comparison uneven.

              • +
              • The prompts used for structured generation, particularly in JSON-mode, didn’t provide the LLM with sufficient information to properly complete the task.

              • +
              • The paper conflates “structured generation” with “JSON-mode”, when they are not the same thing.

              • +
              +

              It is important to note that, as with any rebuttal, .txt presents a specific perspective on the issue of structured output from LLMs. While their findings suggest potential benefits to structured generation, further research and exploration are needed to comprehensively understand the nuances and trade-offs involved in using structured output for various LLM tasks and applications.

              +

              In summary, the debate surrounding structured output highlights the ongoing challenges in balancing LLM capabilities with real-world application requirements. While structured outputs offer clear benefits in parsing, robustness, and integration, their potential impact on performance, particularly in reasoning tasks is a topic of ongoing debate.

              +

              The ideal approach likely involves a nuanced strategy that considers the specific task, the desired level of structure, and the available LLM capabilities. Further research and development efforts are needed to mitigate the potential drawbacks of structured output and unlock the full potential of LLMs for a wider range of applications.

              +

          +

        -

        3.5. Conclusion

        +

        3.5. Conclusion

        Extracting structured output from LLMs is crucial for integrating them into real-world applications. By understanding the challenges and employing appropriate strategies and tools, developers can improve the reliability and usability of LLM-powered systems, unlocking their potential to automate complex tasks and generate valuable insights.

        +
        +

        3.6. References

        +
        +
        +[Aid24] +

        Aider. Code in json: structured output for llms. https://aider.chat/2024/08/14/code-in-json.html, 2024. Accessed: 2024.

        +
        +
        +[Out24] +

        Outlines. Type-safe structured output from llms. https://dottxt-ai.github.io/outlines/latest/, 2024. Accessed: 2024.

        +
        +
        +[TWT+24] +(1,2) +

        Zhi Rui Tam, Cheng-Kuang Wu, Yi-Lin Tsai, Chieh-Yen Lin, Hung-yi Lee, and Yun-Nung Chen. Let me speak freely? a study on the impact of format restrictions on performance of large language models. 2024. URL: https://arxiv.org/abs/2408.02442, arXiv:2408.02442.

        +
        +
        +

    +