[docs] Welcome page thumbnail and reranker fix (#3660)

This commit is contained in:
Parth Sharma
2025-10-25 12:20:52 -07:00
committed by GitHub
parent 639d26e1ac
commit f98a17c716
24 changed files with 640 additions and 1048 deletions
+11 -7
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@@ -3,6 +3,10 @@ title: LLM as Reranker
description: 'Flexible reranking using LLMs'
---
<Warning>
**This page has been superseded.** Please see [LLM Reranker](/components/rerankers/models/llm_reranker) for the complete and up-to-date documentation on using LLMs for reranking.
</Warning>
LLM-based reranker provides maximum flexibility by using any Large Language Model to score document relevance. This approach allows for custom prompts and domain-specific scoring logic.
## Supported LLM Providers
@@ -35,7 +39,7 @@ config = {
"model": "gpt-4o-mini"
}
},
"rerank": {
"reranker": {
"provider": "llm",
"config": {
"model": "gpt-4o-mini",
@@ -69,7 +73,7 @@ Score from 0.0 to 1.0 where:
Provide only a single numerical score between 0.0 and 1.0."""
config["rerank"]["config"]["scoring_prompt"] = custom_prompt
config["reranker"]["config"]["scoring_prompt"] = custom_prompt
```
## Usage Example
@@ -85,7 +89,7 @@ os.environ["OPENAI_API_KEY"] = "your-api-key"
config = {
"vector_store": {"provider": "chroma"},
"llm": {"provider": "openai", "config": {"model": "gpt-4o-mini"}},
"rerank": {
"reranker": {
"provider": "llm",
"config": {
"model": "gpt-4o-mini",
@@ -145,7 +149,7 @@ Consider:
Score from 0.0 to 1.0. Provide only the numerical score."""
config = {
"rerank": {
"reranker": {
"provider": "llm",
"config": {
"model": "gpt-4o-mini",
@@ -164,7 +168,7 @@ Use different LLM providers for reranking:
```python Python
# Using Anthropic Claude
anthropic_config = {
"rerank": {
"reranker": {
"provider": "llm",
"config": {
"model": "claude-3-haiku-20240307",
@@ -176,8 +180,8 @@ anthropic_config = {
# Using local Ollama model
ollama_config = {
"rerank": {
"provider": "llm",
"reranker": {
"provider": "llm",
"config": {
"model": "llama2:7b",
"provider": "ollama",