Improve paper link display title (#1)

- Improve paper link display title (dc7563d4f6f7cf9e69d799ae2ced2d104ea98a96)


Co-authored-by: Niels Rogge <[email protected]>

README.md

@@ -1,15 +1,15 @@
 ---
-language: en
-license: apache-2.0
-library_name: transformers
-tags:
-  - tptt
-  - peft
-  - trust_remote_code
-pipeline_tag: text-generation
 base_model: allenai/OLMoE-1B-7B-0924
 datasets:
 - yahma/alpaca-cleaned
+language: en
+library_name: transformers
+license: apache-2.0
+pipeline_tag: text-generation
+tags:
+- tptt
+- peft
+- trust_remote_code
 ---
 
 # Titans-v2-OLMoE-1B-7B-0924
@@ -34,20 +34,20 @@ datasets:
 
 Titanesque version of `allenai/OLMoE-1B-7B-0924` with parallel linearized attention (TPTT 😊) and PEFT.
 
-The architecture was presented in the paper [TPTT](https://huggingface.co/papers/2506.17671).
+The architecture was presented in the paper [TPTT: Transforming Pretrained Transformers into Titans](https://huggingface.co/papers/2506.17671).
 
 
 ## Model list
 
 Classic model parameter with LiZA injection :
 
-| Subfolder                      | Max Self Attn Length | Mag Weight | Cross Gate | Max Chunk Size | Bidirectional | LoRA | Description                                           |
-|-------------------------------|----------------------|------------|------------|----------------|---------------|------|-------------------------------------------------------|
-| delta_rule  | 8192 (default)       | 0.5        | False      | 64             | False         | Yes  | Parallel linearized attention with delta_rule operator|
-| delta_rule_gelu | 8192 (default) | 0.5        | False      | 64             | False         | Yes  | Non-linear operator with gelu activation              |
-| delta_product    | 8192 (default) | 0.5        | False      | 64             | False         | Yes  | Second order operator with derivative trick              |
-| delta_product_r  | 8192 (default) | 0.5        | False      | 64             | False         | Yes  | Second order operator with rotative trick             |
-| delta_product_c  | 8192 (default) | 0.5        | False      | 64             | False         | Yes  | Second order operator with combined trick             |
+| Subfolder | Max Self Attn Length | Mag Weight | Cross Gate | Max Chunk Size | Bidirectional | LoRA | Description |
+|---|---|---|---|---|---|---|---|
+| delta_rule | 8192 (default) | 0.5 | False | 64 | False | Yes | Parallel linearized attention with delta_rule operator|
+| delta_rule_gelu | 8192 (default) | 0.5 | False | 64 | False | Yes | Non-linear operator with gelu activation |
+| delta_product | 8192 (default) | 0.5 | False | 64 | False | Yes | Second order operator with derivative trick |
+| delta_product_r | 8192 (default) | 0.5 | False | 64 | False | Yes | Second order operator with rotative trick |
+| delta_product_c | 8192 (default) | 0.5 | False | 64 | False | Yes | Second order operator with combined trick |
 
 ## Usage